XGBoost Modeling R Notebook
AJ Strauman-Scott
2025-07-24
LOAD DATA
df <- readRDS("../data/models/social-risk-crash-rate-data.rds") %>%
select(-geoid, -total_population)
glimpse(df)## Rows: 13,518
## Columns: 55
## $ year <int> 2018, 2019, 2020, 2021, 2022, 2023, 2018, 201…
## $ pct_male_population <dbl> 12.460865, 11.694881, 12.229106, 13.550457, 1…
## $ pct_female_population <dbl> 10.846132, 11.629654, 11.054169, 9.837846, 11…
## $ pct_white_population <dbl> 4.1225202, 3.6815086, 2.5856754, 2.3610065, 1…
## $ pct_black_population <dbl> 2.435429, 2.630197, 2.833673, 2.412624, 2.471…
## $ pct_asian_population <dbl> 0.19803330, 0.14388387, 0.23376782, 0.3058793…
## $ pct_hispanic_population <dbl> 6.411328, 6.607147, 5.982424, 6.079353, 5.217…
## $ pct_foreign_born <dbl> 2.909566, 2.442189, 2.187254, 2.200420, 3.064…
## $ pct_age_under_18 <dbl> 2.130762, 2.643626, 2.333613, 2.387771, 1.755…
## $ pct_age_18_34 <dbl> 1.715654, 1.653705, 1.882339, 1.963363, 2.064…
## $ pct_age_35_64 <dbl> 3.296112, 3.079115, 3.041014, 3.043500, 3.366…
## $ pct_age_65_plus <dbl> 1.80895804, 1.78607845, 1.56929356, 1.5791023…
## $ median_income <dbl> 58582.658, 49964.513, 68000.000, 70867.000, 1…
## $ pct_income_under_25k <dbl> 0.5445916, 0.5544325, 0.5325841, 0.5142597, 0…
## $ pct_income_25k_75k <dbl> 1.0568123, 1.1376418, 0.9533662, 0.8774915, 0…
## $ pct_income_75k_plus <dbl> 0.9273290, 0.8824877, 1.2379531, 1.2693994, 1…
## $ median_gross_rent <dbl> 1579.1133, 1524.3577, 1701.0000, 1740.0000, 1…
## $ pct_owner_occupied <dbl> 1.33318303, 1.35699756, 1.58439699, 1.4674563…
## $ pct_renter_occupied <dbl> 1.2085934, 1.2305140, 1.1518859, 1.2057574, 0…
## $ pct_no_vehicle <dbl> 0.5122207, 0.6522735, 0.6118619, 0.6270527, 0…
## $ pct_one_vehicle <dbl> 1.4452623, 1.2776888, 1.1932323, 1.1298420, 0…
## $ pct_two_plus_vehicles <dbl> 0.57124991, 0.64459974, 0.91880918, 0.9042559…
## $ pct_less_than_hs <dbl> 1.4509748, 1.1951954, 1.1302166, 1.0495486, 0…
## $ pct_hs_diploma <dbl> 1.5576081, 1.4196542, 1.2704773, 1.3841042, 1…
## $ pct_some_college <dbl> 0.8473540, 0.8997538, 0.7256966, 0.9348439, 0…
## $ pct_associates_degree <dbl> 0.4912749, 0.3280552, 0.3923234, 0.3230851, 0…
## $ pct_bachelors_degree <dbl> 0.9482748, 0.9457966, 0.8537607, 0.9023442, 0…
## $ pct_graduate_degree <dbl> 0.3998749, 0.7098271, 1.1037907, 0.9673436, 1…
## $ pct_in_labor_force <dbl> 3.566504, 3.430191, 3.555304, 3.595995, 4.061…
## $ pct_not_in_labor_force <dbl> 3.448445, 3.326595, 3.162980, 3.106587, 2.805…
## $ unemployment_rate <dbl> 15.750133, 13.478747, 10.806175, 11.536417, 4…
## $ pct_commute_short <dbl> 0.7350082, 0.4604284, 0.1585556, 0.4167607, 0…
## $ pct_commute_medium <dbl> 1.7061331, 1.6882374, 1.2521824, 1.2579290, 1…
## $ pct_commute_long <dbl> 2.477320, 2.685832, 3.553271, 3.737464, 4.621…
## $ pct_carpool <dbl> 0.35798327, 0.31462606, 0.00000000, 0.0497054…
## $ pct_public_transit <dbl> 2.056500, 2.540030, 2.898721, 2.366742, 2.829…
## $ pct_walk <dbl> 0.37702494, 0.30695226, 0.13009688, 0.7646984…
## $ pct_bike <dbl> 0.00000000, 0.00000000, 0.00000000, 0.0000000…
## $ pct_work_from_home <dbl> 0.01713750, 0.04604284, 0.04675356, 0.0516171…
## $ total_crashes <int> 43, 30, 31, 30, 17, 20, 48, 45, 39, 25, 22, 2…
## $ persons_injured <int> 11, 8, 12, 12, 10, 10, 10, 18, 13, 3, 14, 11,…
## $ persons_killed <int> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ pedestrians_injured <int> 2, 2, 3, 2, 4, 1, 3, 0, 2, 0, 1, 1, 10, 4, 5,…
## $ pedestrians_killed <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ cyclists_injured <int> 0, 2, 1, 0, 1, 1, 1, 2, 1, 0, 0, 3, 0, 1, 0, …
## $ cyclists_killed <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ motorists_injured <int> 9, 4, 8, 10, 4, 8, 6, 16, 10, 3, 12, 7, 11, 3…
## $ motorists_killed <int> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ crash_rate_per_1000 <dbl> 0.8373993, 0.5886150, 0.6301567, 0.5735238, 0…
## $ injury_rate_per_1000 <dbl> 0.2142184, 0.1569640, 0.2439316, 0.2294095, 0…
## $ fatality_rate_per_1000 <dbl> 0.00000000, 0.00000000, 0.00000000, 0.0000000…
## $ pedestrian_rate_per_1000 <dbl> 0.03894880, 0.03924100, 0.06098291, 0.0382349…
## $ cyclist_rate_per_1000 <dbl> 0.00000000, 0.03924100, 0.02032764, 0.0000000…
## $ motorist_rate_per_1000 <dbl> 0.17526962, 0.07848200, 0.16262109, 0.1911746…
## $ borough <chr> "Bronx", "Bronx", "Bronx", "Bronx", "Bronx", …HOT-ENCODE YEAR
I will treat year as a factor and one-hot encode it.
df$year <- as.factor(df$year)
year_dummies <- model.matrix(~ year - 1, data = df)
df <- cbind(df[ , !(names(df) %in% c("year"))], year_dummies)
glimpse(df)## Rows: 13,518
## Columns: 60
## $ pct_male_population <dbl> 12.460865, 11.694881, 12.229106, 13.550457, 1…
## $ pct_female_population <dbl> 10.846132, 11.629654, 11.054169, 9.837846, 11…
## $ pct_white_population <dbl> 4.1225202, 3.6815086, 2.5856754, 2.3610065, 1…
## $ pct_black_population <dbl> 2.435429, 2.630197, 2.833673, 2.412624, 2.471…
## $ pct_asian_population <dbl> 0.19803330, 0.14388387, 0.23376782, 0.3058793…
## $ pct_hispanic_population <dbl> 6.411328, 6.607147, 5.982424, 6.079353, 5.217…
## $ pct_foreign_born <dbl> 2.909566, 2.442189, 2.187254, 2.200420, 3.064…
## $ pct_age_under_18 <dbl> 2.130762, 2.643626, 2.333613, 2.387771, 1.755…
## $ pct_age_18_34 <dbl> 1.715654, 1.653705, 1.882339, 1.963363, 2.064…
## $ pct_age_35_64 <dbl> 3.296112, 3.079115, 3.041014, 3.043500, 3.366…
## $ pct_age_65_plus <dbl> 1.80895804, 1.78607845, 1.56929356, 1.5791023…
## $ median_income <dbl> 58582.658, 49964.513, 68000.000, 70867.000, 1…
## $ pct_income_under_25k <dbl> 0.5445916, 0.5544325, 0.5325841, 0.5142597, 0…
## $ pct_income_25k_75k <dbl> 1.0568123, 1.1376418, 0.9533662, 0.8774915, 0…
## $ pct_income_75k_plus <dbl> 0.9273290, 0.8824877, 1.2379531, 1.2693994, 1…
## $ median_gross_rent <dbl> 1579.1133, 1524.3577, 1701.0000, 1740.0000, 1…
## $ pct_owner_occupied <dbl> 1.33318303, 1.35699756, 1.58439699, 1.4674563…
## $ pct_renter_occupied <dbl> 1.2085934, 1.2305140, 1.1518859, 1.2057574, 0…
## $ pct_no_vehicle <dbl> 0.5122207, 0.6522735, 0.6118619, 0.6270527, 0…
## $ pct_one_vehicle <dbl> 1.4452623, 1.2776888, 1.1932323, 1.1298420, 0…
## $ pct_two_plus_vehicles <dbl> 0.57124991, 0.64459974, 0.91880918, 0.9042559…
## $ pct_less_than_hs <dbl> 1.4509748, 1.1951954, 1.1302166, 1.0495486, 0…
## $ pct_hs_diploma <dbl> 1.5576081, 1.4196542, 1.2704773, 1.3841042, 1…
## $ pct_some_college <dbl> 0.8473540, 0.8997538, 0.7256966, 0.9348439, 0…
## $ pct_associates_degree <dbl> 0.4912749, 0.3280552, 0.3923234, 0.3230851, 0…
## $ pct_bachelors_degree <dbl> 0.9482748, 0.9457966, 0.8537607, 0.9023442, 0…
## $ pct_graduate_degree <dbl> 0.3998749, 0.7098271, 1.1037907, 0.9673436, 1…
## $ pct_in_labor_force <dbl> 3.566504, 3.430191, 3.555304, 3.595995, 4.061…
## $ pct_not_in_labor_force <dbl> 3.448445, 3.326595, 3.162980, 3.106587, 2.805…
## $ unemployment_rate <dbl> 15.750133, 13.478747, 10.806175, 11.536417, 4…
## $ pct_commute_short <dbl> 0.7350082, 0.4604284, 0.1585556, 0.4167607, 0…
## $ pct_commute_medium <dbl> 1.7061331, 1.6882374, 1.2521824, 1.2579290, 1…
## $ pct_commute_long <dbl> 2.477320, 2.685832, 3.553271, 3.737464, 4.621…
## $ pct_carpool <dbl> 0.35798327, 0.31462606, 0.00000000, 0.0497054…
## $ pct_public_transit <dbl> 2.056500, 2.540030, 2.898721, 2.366742, 2.829…
## $ pct_walk <dbl> 0.37702494, 0.30695226, 0.13009688, 0.7646984…
## $ pct_bike <dbl> 0.00000000, 0.00000000, 0.00000000, 0.0000000…
## $ pct_work_from_home <dbl> 0.01713750, 0.04604284, 0.04675356, 0.0516171…
## $ total_crashes <int> 43, 30, 31, 30, 17, 20, 48, 45, 39, 25, 22, 2…
## $ persons_injured <int> 11, 8, 12, 12, 10, 10, 10, 18, 13, 3, 14, 11,…
## $ persons_killed <int> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ pedestrians_injured <int> 2, 2, 3, 2, 4, 1, 3, 0, 2, 0, 1, 1, 10, 4, 5,…
## $ pedestrians_killed <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ cyclists_injured <int> 0, 2, 1, 0, 1, 1, 1, 2, 1, 0, 0, 3, 0, 1, 0, …
## $ cyclists_killed <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ motorists_injured <int> 9, 4, 8, 10, 4, 8, 6, 16, 10, 3, 12, 7, 11, 3…
## $ motorists_killed <int> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ crash_rate_per_1000 <dbl> 0.8373993, 0.5886150, 0.6301567, 0.5735238, 0…
## $ injury_rate_per_1000 <dbl> 0.2142184, 0.1569640, 0.2439316, 0.2294095, 0…
## $ fatality_rate_per_1000 <dbl> 0.00000000, 0.00000000, 0.00000000, 0.0000000…
## $ pedestrian_rate_per_1000 <dbl> 0.03894880, 0.03924100, 0.06098291, 0.0382349…
## $ cyclist_rate_per_1000 <dbl> 0.00000000, 0.03924100, 0.02032764, 0.0000000…
## $ motorist_rate_per_1000 <dbl> 0.17526962, 0.07848200, 0.16262109, 0.1911746…
## $ borough <chr> "Bronx", "Bronx", "Bronx", "Bronx", "Bronx", …
## $ year2018 <dbl> 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, …
## $ year2019 <dbl> 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, …
## $ year2020 <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, …
## $ year2021 <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, …
## $ year2022 <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, …
## $ year2023 <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, …PREPARE TARGET
We will remove all possible target variables and keep only one per model training.
# Choose your target variable (e.g., crash rate per 1,000 residents)
target_var <- "crash_rate_per_1000"
# Remove all target variables except selected
cols_to_remove <- grep("crash|_injured|_killed|per_1000",
names(df),
value = TRUE)
cols_to_remove <- setdiff(cols_to_remove, target_var) # keep this column
df <- df %>% select(-all_of(cols_to_remove),)
# Create feature matrix and target vector
X <- df %>% select(-target_var, -borough)
y <- df[[target_var]]HYPERPARAMETER TUNING
What This Does - Uses R’s
xgboost::xgb.cv() to evaluate each parameter set.
- Optuna (Python) handles the search space and Bayesian optimization. -
The final best parameters are applied to fit the
final_model. - Search space: Instead of
predefined grids, trial$suggest_float() and
trial$suggest_int() explore a range of values. -
Best parameters: study$best_params holds
the optimal hyperparameters.
## CONVERT TO DMATRIX
dtrain_all <- xgb.DMatrix(data = as.matrix(X), label = y)
## Start Python venv
reticulate::use_virtualenv("r-reticulate", required = TRUE)
## OPTUNA-BASED SPATIAL CV
optuna <- import("optuna")
boroughs <- unique(df$borough)
folds <- lapply(boroughs, function(b) which(df$borough != b))
# Optuna objective
objective <- function(trial) {
params <- list(
booster = "gbtree",
eta = trial$suggest_float("eta", 0.01, 0.3),
max_depth = trial$suggest_int("max_depth", 3, 10),
gamma = trial$suggest_float("gamma", 0, 5),
colsample_bytree = trial$suggest_float("colsample_bytree", 0.5, 1),
min_child_weight = trial$suggest_int("min_child_weight", 1, 10),
subsample = trial$suggest_float("subsample", 0.5, 1),
objective = "reg:squarederror",
eval_metric = "rmse"
)
rmse_scores <- numeric(length(folds))
for (i in seq_along(folds)) {
train_idx <- folds[[i]]
valid_idx <- setdiff(seq_len(nrow(dtrain_all)), train_idx)
dtrain <- xgb.DMatrix(data = as.matrix(X[train_idx, ]), label = y[train_idx])
dvalid <- xgb.DMatrix(data = as.matrix(X[valid_idx, ]), label = y[valid_idx])
model <- xgb.train(
params = params,
data = dtrain,
nrounds = 500,
watchlist = list(val = dvalid),
early_stopping_rounds = 20,
verbose = 0
)
rmse_scores[i] <- min(model$evaluation_log$val_rmse)
}
return(mean(rmse_scores))
}
# Run Optuna study
set.seed(2025)
study <- optuna$create_study(direction = "minimize")
study$optimize(objective, n_trials = 50)
best_params <- study$best_params
print(best_params)## $eta
## [1] 0.189053
##
## $max_depth
## [1] 8
##
## $gamma
## [1] 4.963024
##
## $colsample_bytree
## [1] 0.777518
##
## $min_child_weight
## [1] 10
##
## $subsample
## [1] 0.6288113TRAIN/TEST SPLIT
# Set seed
set.seed(2025)
# Split by index
train_index <- createDataPartition(y, p = 0.8, list = FALSE)
X_train <- X[train_index, ]
y_train <- y[train_index]
X_test <- X[-train_index, ]
y_test <- y[-train_index]
# Convert to xgb.DMatrix
dtrain <- xgb.DMatrix(data = as.matrix(X_train), label = y_train)
dtest <- xgb.DMatrix(data = as.matrix(X_test), label = y_test)TRAIN MODEL
# Set seed
set.seed(2025)
# Training with parallel processing
final_model <- xgb.train(
params = list(
eta = best_params$eta,
max_depth = best_params$max_depth,
gamma = best_params$gamma,
colsample_bytree = best_params$colsample_bytree,
min_child_weight = best_params$min_child_weight,
subsample = best_params$subsample,
objective = "reg:squarederror",
eval_metric = "rmse"
),
data = dtrain,
nrounds = 1000,
watchlist = list(train = dtrain, test = dtest),
early_stopping_rounds = 20,
verbose = 1,
nthread = detectCores() - 1
)## [1] train-rmse:1.910505 test-rmse:1.911726
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 20 rounds.
##
## [2] train-rmse:1.810396 test-rmse:1.832862
## [3] train-rmse:1.715775 test-rmse:1.771602
## [4] train-rmse:1.638977 test-rmse:1.708908
## [5] train-rmse:1.582170 test-rmse:1.667629
## [6] train-rmse:1.533688 test-rmse:1.647554
## [7] train-rmse:1.504505 test-rmse:1.633379
## [8] train-rmse:1.478617 test-rmse:1.617172
## [9] train-rmse:1.463126 test-rmse:1.612710
## [10] train-rmse:1.442285 test-rmse:1.605528
## [11] train-rmse:1.424499 test-rmse:1.605886
## [12] train-rmse:1.408492 test-rmse:1.593448
## [13] train-rmse:1.393173 test-rmse:1.594645
## [14] train-rmse:1.376737 test-rmse:1.591304
## [15] train-rmse:1.372577 test-rmse:1.592840
## [16] train-rmse:1.363245 test-rmse:1.586350
## [17] train-rmse:1.356271 test-rmse:1.585002
## [18] train-rmse:1.344472 test-rmse:1.584783
## [19] train-rmse:1.339897 test-rmse:1.582714
## [20] train-rmse:1.329340 test-rmse:1.577196
## [21] train-rmse:1.317512 test-rmse:1.572322
## [22] train-rmse:1.310030 test-rmse:1.572067
## [23] train-rmse:1.305212 test-rmse:1.567344
## [24] train-rmse:1.300754 test-rmse:1.567842
## [25] train-rmse:1.295358 test-rmse:1.565986
## [26] train-rmse:1.281872 test-rmse:1.563032
## [27] train-rmse:1.276875 test-rmse:1.558706
## [28] train-rmse:1.260348 test-rmse:1.554781
## [29] train-rmse:1.253264 test-rmse:1.551569
## [30] train-rmse:1.238395 test-rmse:1.548122
## [31] train-rmse:1.232228 test-rmse:1.544529
## [32] train-rmse:1.228721 test-rmse:1.543039
## [33] train-rmse:1.226940 test-rmse:1.543537
## [34] train-rmse:1.211520 test-rmse:1.541611
## [35] train-rmse:1.205159 test-rmse:1.539729
## [36] train-rmse:1.199270 test-rmse:1.538714
## [37] train-rmse:1.190874 test-rmse:1.536164
## [38] train-rmse:1.181347 test-rmse:1.529146
## [39] train-rmse:1.176568 test-rmse:1.527607
## [40] train-rmse:1.164057 test-rmse:1.525223
## [41] train-rmse:1.160223 test-rmse:1.525950
## [42] train-rmse:1.157747 test-rmse:1.524574
## [43] train-rmse:1.149780 test-rmse:1.523988
## [44] train-rmse:1.142050 test-rmse:1.523905
## [45] train-rmse:1.139914 test-rmse:1.521910
## [46] train-rmse:1.134754 test-rmse:1.522302
## [47] train-rmse:1.133250 test-rmse:1.520734
## [48] train-rmse:1.130928 test-rmse:1.519665
## [49] train-rmse:1.126329 test-rmse:1.521264
## [50] train-rmse:1.121629 test-rmse:1.519222
## [51] train-rmse:1.112257 test-rmse:1.518370
## [52] train-rmse:1.102384 test-rmse:1.516826
## [53] train-rmse:1.099132 test-rmse:1.517052
## [54] train-rmse:1.090568 test-rmse:1.514487
## [55] train-rmse:1.084468 test-rmse:1.517288
## [56] train-rmse:1.080542 test-rmse:1.516112
## [57] train-rmse:1.075865 test-rmse:1.515819
## [58] train-rmse:1.073518 test-rmse:1.513502
## [59] train-rmse:1.060057 test-rmse:1.511416
## [60] train-rmse:1.055934 test-rmse:1.509053
## [61] train-rmse:1.051817 test-rmse:1.506502
## [62] train-rmse:1.049681 test-rmse:1.505712
## [63] train-rmse:1.048800 test-rmse:1.507696
## [64] train-rmse:1.045616 test-rmse:1.508558
## [65] train-rmse:1.043083 test-rmse:1.509598
## [66] train-rmse:1.040869 test-rmse:1.510232
## [67] train-rmse:1.035717 test-rmse:1.509606
## [68] train-rmse:1.032256 test-rmse:1.509255
## [69] train-rmse:1.026705 test-rmse:1.510140
## [70] train-rmse:1.024410 test-rmse:1.509342
## [71] train-rmse:1.020980 test-rmse:1.510488
## [72] train-rmse:1.015853 test-rmse:1.510157
## [73] train-rmse:1.012350 test-rmse:1.511372
## [74] train-rmse:1.007280 test-rmse:1.508916
## [75] train-rmse:1.000651 test-rmse:1.510213
## [76] train-rmse:0.999518 test-rmse:1.509579
## [77] train-rmse:0.996584 test-rmse:1.511262
## [78] train-rmse:0.995141 test-rmse:1.513278
## [79] train-rmse:0.983984 test-rmse:1.513439
## [80] train-rmse:0.978017 test-rmse:1.513562
## [81] train-rmse:0.973860 test-rmse:1.513761
## [82] train-rmse:0.973055 test-rmse:1.512937
## Stopping. Best iteration:
## [62] train-rmse:1.049681 test-rmse:1.505712SAVE MODEL
# Create directory if it doesn't exist
if (!dir.exists("../data/models")) {
dir.create("../data/models", recursive = TRUE)
}
# Save the final XGBoost model
saveRDS(final_model, file = "../data/models/spatial_cv_model.rds")
# Save the best parameters
saveRDS(best_params, file = "../data/models/spatial_cv_best_params.rds")
cat("Model and parameters saved to ../data/models/")## Model and parameters saved to ../data/models/MODEL EVALUATION
# Set seed
set.seed(2025)
# Predict on test set
preds <- predict(final_model, as.matrix(X_test))
# Calculate RMSE
rmse <- sqrt(mean((y_test - preds)^2))
cat("Test RMSE:", rmse)## Test RMSE: 1.505712# Plot predicted vs. actual
data.frame(actual = y_test, predicted = preds) %>%
ggplot(aes(x = actual, y = predicted)) +
geom_point(alpha = 0.5) +
geom_abline(slope = 1, intercept = 0, color = "red") +
theme_minimal() +
labs(title = "Predicted vs Actual Crash Rates")
SHAP EXPLAINABILITY
# Compute SHAP values
shap_values <- shap.values(xgb_model = final_model, X_train = as.matrix(X_train))
shap_long <- shap.prep(shap_contrib = shap_values$shap_score, X_train = as.matrix(X_train))
# SHAP summary plot
print(shap.plot.summary(shap_long))
if (!dir.exists("../report/plots")) {
dir.create("../report/plots")
}
png("../report/plots/spatial_cv_shap_summary_plot.png", width = 1200, height = 800)
shap.plot.summary(shap_long)
dev.off()## quartz_off_screen
## 2INSPECT TREE ENSEMBLE
xgb.plot.tree(model = final_model, trees = 0)xgb.plot.tree(model = final_model, trees = 1)xgb.plot.tree(model = final_model, trees = 2)xgb.dump(final_model, with_stats = TRUE)## [1] "booster[0]"
## [2] "0:[f38<0.5] yes=1,no=2,missing=1,gain=1125.76074,cover=6837"
## [3] "1:[f39<0.5] yes=3,no=4,missing=3,gain=806.20874,cover=5686"
## [4] "3:[f7<0.023582533] yes=7,no=8,missing=7,gain=736.350708,cover=4545"
## [5] "7:[f23<2.08371377] yes=15,no=16,missing=15,gain=371.258118,cover=31"
## [6] "15:[f22<0.342811525] yes=29,no=30,missing=29,gain=121.142593,cover=21"
## [7] "29:leaf=0.0618223175,cover=11"
## [8] "30:leaf=0.955129087,cover=10"
## [9] "16:leaf=1.90533638,cover=10"
## [10] "8:[f18<0.0100570275] yes=17,no=18,missing=17,gain=457.296265,cover=4514"
## [11] "17:leaf=1.17528784,cover=13"
## [12] "18:[f32<0.708271801] yes=31,no=32,missing=31,gain=152.345459,cover=4501"
## [13] "31:leaf=0.739556909,cover=12"
## [14] "32:[f3<0.612367332] yes=47,no=48,missing=47,gain=92.6298828,cover=4489"
## [15] "47:[f37<0.00212351326] yes=63,no=64,missing=63,gain=26.1576538,cover=2071"
## [16] "63:[f6<3.74728632] yes=83,no=84,missing=83,gain=18.6001511,cover=22"
## [17] "83:leaf=0.425962418,cover=11"
## [18] "84:leaf=0.07697016,cover=11"
## [19] "64:[f7<1.37827611] yes=85,no=86,missing=85,gain=16.9955292,cover=2049"
## [20] "85:leaf=0.0912277699,cover=461"
## [21] "86:leaf=0.0499133654,cover=1588"
## [22] "48:[f10<0.666369677] yes=65,no=66,missing=65,gain=55.289917,cover=2418"
## [23] "65:[f7<3.97626638] yes=87,no=88,missing=87,gain=38.3191833,cover=354"
## [24] "87:leaf=0.170160413,cover=337"
## [25] "88:leaf=0.456760854,cover=17"
## [26] "66:[f5<7.50556421] yes=89,no=90,missing=89,gain=54.9943237,cover=2064"
## [27] "89:leaf=0.101815455,cover=2054"
## [28] "90:leaf=0.526825726,cover=10"
## [29] "4:[f1<10.9931984] yes=9,no=10,missing=9,gain=209.188965,cover=1141"
## [30] "9:[f36<0.120569386] yes=19,no=20,missing=19,gain=198.289551,cover=159"
## [31] "19:[f2<3.14858794] yes=33,no=34,missing=33,gain=73.7744141,cover=134"
## [32] "33:[f28<2.7647779] yes=49,no=50,missing=49,gain=115.539246,cover=51"
## [33] "49:[f15<1423] yes=67,no=68,missing=67,gain=36.6561584,cover=38"
## [34] "67:[f6<3.92705607] yes=91,no=92,missing=91,gain=7.29481125,cover=25"
## [35] "91:leaf=0.325791955,cover=13"
## [36] "92:leaf=0.110651359,cover=12"
## [37] "68:leaf=0.630054474,cover=13"
## [38] "50:leaf=1.03663111,cover=13"
## [39] "34:[f15<1991.8772] yes=51,no=52,missing=51,gain=53.3262177,cover=83"
## [40] "51:[f36<0.0390208885] yes=69,no=70,missing=69,gain=12.5690613,cover=70"
## [41] "69:[f22<1.18267632] yes=93,no=94,missing=93,gain=5.59901428,cover=47"
## [42] "93:leaf=0.0545271337,cover=19"
## [43] "94:leaf=0.190458938,cover=28"
## [44] "70:[f24<0.321822822] yes=95,no=96,missing=95,gain=6.21681976,cover=23"
## [45] "95:leaf=0.416971862,cover=11"
## [46] "96:leaf=0.191962942,cover=12"
## [47] "52:leaf=0.610027313,cover=13"
## [48] "20:[f33<0.178020686] yes=35,no=36,missing=35,gain=156.646973,cover=25"
## [49] "35:leaf=0.49005419,cover=14"
## [50] "36:leaf=1.47705126,cover=11"
## [51] "10:[f2<0.617590189] yes=21,no=22,missing=21,gain=81.5257568,cover=982"
## [52] "21:[f28<3.04684925] yes=37,no=38,missing=37,gain=43.5023193,cover=132"
## [53] "37:[f7<2.48811316] yes=53,no=54,missing=53,gain=30.4979248,cover=120"
## [54] "53:[f21<0.594898105] yes=71,no=72,missing=71,gain=12.4689026,cover=81"
## [55] "71:[f24<0.496750236] yes=97,no=98,missing=97,gain=8.73015594,cover=28"
## [56] "97:leaf=0.235000074,cover=13"
## [57] "98:leaf=0.480663031,cover=15"
## [58] "72:[f1<12.666317] yes=99,no=100,missing=99,gain=11.3755875,cover=53"
## [59] "99:leaf=0.371553838,cover=12"
## [60] "100:leaf=0.158415139,cover=41"
## [61] "54:[f11<76373.5] yes=73,no=74,missing=73,gain=60.2224426,cover=39"
## [62] "73:leaf=0.319079995,cover=28"
## [63] "74:leaf=0.848928154,cover=11"
## [64] "38:leaf=0.727185726,cover=12"
## [65] "22:[f35<2.89789486] yes=39,no=40,missing=39,gain=73.4217529,cover=850"
## [66] "39:[f28<1.18035579] yes=55,no=56,missing=55,gain=25.0666504,cover=824"
## [67] "55:leaf=0.471862286,cover=13"
## [68] "56:[f3<0.72347945] yes=75,no=76,missing=75,gain=23.0009155,cover=811"
## [69] "75:[f15<1437.5] yes=103,no=104,missing=103,gain=16.384552,cover=406"
## [70] "103:leaf=0.121021926,cover=132"
## [71] "104:leaf=0.203983203,cover=274"
## [72] "76:[f16<0.221099794] yes=105,no=106,missing=105,gain=30.3554077,cover=405"
## [73] "105:leaf=0.152160451,cover=104"
## [74] "106:leaf=0.273317754,cover=301"
## [75] "40:[f6<1.69293213] yes=57,no=58,missing=57,gain=49.9951172,cover=26"
## [76] "57:leaf=0.224144056,cover=12"
## [77] "58:leaf=0.768366039,cover=14"
## [78] "2:[f1<10.2503538] yes=5,no=6,missing=5,gain=304.446045,cover=1151"
## [79] "5:[f17<2.80181551] yes=11,no=12,missing=11,gain=280.621704,cover=45"
## [80] "11:[f7<1.61148381] yes=23,no=24,missing=23,gain=31.9750061,cover=27"
## [81] "23:leaf=0.144973785,cover=11"
## [82] "24:leaf=0.575945556,cover=16"
## [83] "12:leaf=1.38368452,cover=18"
## [84] "6:[f15<2444] yes=13,no=14,missing=13,gain=190.858643,cover=1106"
## [85] "13:[f2<0.89075315] yes=25,no=26,missing=25,gain=111.017334,cover=1066"
## [86] "25:[f35<1.01584804] yes=41,no=42,missing=41,gain=132.456909,cover=223"
## [87] "41:[f10<0.589862704] yes=59,no=60,missing=59,gain=57.5343018,cover=207"
## [88] "59:leaf=0.796693563,cover=11"
## [89] "60:[f6<1.79965639] yes=77,no=78,missing=77,gain=18.3049927,cover=196"
## [90] "77:leaf=0.134450093,cover=14"
## [91] "78:[f28<3.13048077] yes=107,no=108,missing=107,gain=28.9700317,cover=182"
## [92] "107:leaf=0.346709549,cover=169"
## [93] "108:leaf=0.647822678,cover=13"
## [94] "42:leaf=0.941896617,cover=16"
## [95] "26:[f22<2.1605649] yes=43,no=44,missing=43,gain=53.071167,cover=843"
## [96] "43:[f10<0.480510622] yes=61,no=62,missing=61,gain=35.5541992,cover=824"
## [97] "61:[f15<1060.06335] yes=79,no=80,missing=79,gain=37.0811768,cover=33"
## [98] "79:leaf=0.139416918,cover=10"
## [99] "80:[f2<3.9817009] yes=109,no=110,missing=109,gain=24.6607056,cover=23"
## [100] "109:leaf=0.81532079,cover=10"
## [101] "110:leaf=0.371068358,cover=13"
## [102] "62:[f32<3.00760627] yes=81,no=82,missing=81,gain=26.1403809,cover=791"
## [103] "81:[f17<0.865057945] yes=111,no=112,missing=111,gain=46.0856323,cover=181"
## [104] "111:leaf=0.493091553,cover=44"
## [105] "112:leaf=0.265919328,cover=137"
## [106] "82:[f26<1.82555664] yes=113,no=114,missing=113,gain=22.6338501,cover=610"
## [107] "113:leaf=0.251065314,cover=551"
## [108] "114:leaf=0.124564819,cover=59"
## [109] "44:leaf=0.585279763,cover=19"
## [110] "14:[f18<2.77088165] yes=27,no=28,missing=27,gain=101.80835,cover=40"
## [111] "27:[f26<2.2440393] yes=45,no=46,missing=45,gain=9.31158447,cover=21"
## [112] "45:leaf=0.53142029,cover=11"
## [113] "46:leaf=0.238373891,cover=10"
## [114] "28:leaf=1.03871286,cover=19"
## [115] "booster[1]"
## [116] "0:[f39<0.5] yes=1,no=2,missing=1,gain=480.938721,cover=6792"
## [117] "1:[f19<0.183204561] yes=3,no=4,missing=3,gain=354.686768,cover=5626"
## [118] "3:[f22<2.44902611] yes=7,no=8,missing=7,gain=342.065063,cover=48"
## [119] "7:[f26<0.14979203] yes=15,no=16,missing=15,gain=125.798401,cover=38"
## [120] "15:leaf=-0.0579682477,cover=16"
## [121] "16:[f26<1.38915646] yes=25,no=26,missing=25,gain=207.494431,cover=22"
## [122] "25:leaf=1.22232175,cover=10"
## [123] "26:leaf=0.0785198882,cover=12"
## [124] "8:leaf=1.55789578,cover=10"
## [125] "4:[f10<0.82083708] yes=9,no=10,missing=9,gain=220.032837,cover=5578"
## [126] "9:[f18<0.0849534273] yes=17,no=18,missing=17,gain=218.070923,cover=1328"
## [127] "17:leaf=1.02076793,cover=10"
## [128] "18:[f34<6.26662445] yes=27,no=28,missing=27,gain=105.742554,cover=1318"
## [129] "27:[f15<1154.1897] yes=37,no=38,missing=37,gain=66.0003052,cover=1199"
## [130] "37:[f19<0.846223235] yes=51,no=52,missing=51,gain=60.3015442,cover=177"
## [131] "51:[f9<2.44812155] yes=71,no=72,missing=71,gain=38.4698639,cover=128"
## [132] "71:leaf=0.50355804,cover=12"
## [133] "72:leaf=0.15620029,cover=116"
## [134] "52:[f32<3.4603548] yes=73,no=74,missing=73,gain=52.3912964,cover=49"
## [135] "73:leaf=0.218889162,cover=23"
## [136] "74:leaf=0.621842027,cover=26"
## [137] "38:[f18<3.49467993] yes=53,no=54,missing=53,gain=36.605957,cover=1022"
## [138] "53:[f3<5.73481083] yes=75,no=76,missing=75,gain=34.2149963,cover=1003"
## [139] "75:leaf=0.122653149,cover=930"
## [140] "76:leaf=0.257172585,cover=73"
## [141] "54:leaf=0.392860889,cover=19"
## [142] "28:[f15<1392] yes=39,no=40,missing=39,gain=141.014709,cover=119"
## [143] "39:leaf=0.834493935,cover=17"
## [144] "40:[f26<0.887966633] yes=55,no=56,missing=55,gain=60.3419037,cover=102"
## [145] "55:[f12<0.352141261] yes=77,no=78,missing=77,gain=54.5022583,cover=33"
## [146] "77:leaf=0.125595793,cover=12"
## [147] "78:leaf=0.639128149,cover=21"
## [148] "56:[f2<5.19558334] yes=79,no=80,missing=79,gain=15.5665665,cover=69"
## [149] "79:leaf=0.0992589295,cover=54"
## [150] "80:leaf=0.315313965,cover=15"
## [151] "10:[f35<3.86264348] yes=19,no=20,missing=19,gain=235.046326,cover=4250"
## [152] "19:[f37<0.233466223] yes=29,no=30,missing=29,gain=145.638306,cover=4226"
## [153] "29:[f35<2.62781] yes=41,no=42,missing=41,gain=56.4223633,cover=2071"
## [154] "41:[f43<0.5] yes=57,no=58,missing=57,gain=36.0078735,cover=2061"
## [155] "57:[f42<0.5] yes=81,no=82,missing=81,gain=41.1182251,cover=1803"
## [156] "81:leaf=0.145140931,cover=1494"
## [157] "82:leaf=0.0690379888,cover=309"
## [158] "58:[f22<1.80447507] yes=83,no=84,missing=83,gain=11.4021854,cover=258"
## [159] "83:leaf=0.0364738144,cover=208"
## [160] "84:leaf=0.136562139,cover=50"
## [161] "42:leaf=0.553651392,cover=10"
## [162] "30:[f3<7.36239243] yes=43,no=44,missing=43,gain=36.5280304,cover=2155"
## [163] "43:[f35<2.46464443] yes=59,no=60,missing=59,gain=33.9727478,cover=2129"
## [164] "59:[f26<2.10888338] yes=85,no=86,missing=85,gain=13.3675995,cover=2042"
## [165] "85:leaf=0.052884832,cover=1779"
## [166] "86:leaf=0.00719282869,cover=263"
## [167] "60:[f36<0.0130962487] yes=87,no=88,missing=87,gain=56.5616226,cover=87"
## [168] "87:leaf=0.395167232,cover=26"
## [169] "88:leaf=0.0650960803,cover=61"
## [170] "44:[f0<10.4590969] yes=61,no=62,missing=61,gain=16.4330826,cover=26"
## [171] "61:leaf=0.417229146,cover=13"
## [172] "62:leaf=0.110290095,cover=13"
## [173] "20:[f25<2.16403532] yes=31,no=32,missing=31,gain=142.539398,cover=24"
## [174] "31:leaf=1.14313757,cover=11"
## [175] "32:leaf=0.21824798,cover=13"
## [176] "2:[f27<4.96891594] yes=5,no=6,missing=5,gain=218.951172,cover=1166"
## [177] "5:[f1<9.4286232] yes=11,no=12,missing=11,gain=120.20166,cover=1090"
## [178] "11:leaf=0.85493964,cover=10"
## [179] "12:[f33<1.35980105] yes=21,no=22,missing=21,gain=87.666626,cover=1080"
## [180] "21:[f35<1.08587742] yes=33,no=34,missing=33,gain=52.3000488,cover=1070"
## [181] "33:[f25<0.755598962] yes=45,no=46,missing=45,gain=49.7752686,cover=916"
## [182] "45:[f18<1.94023788] yes=63,no=64,missing=63,gain=43.8018799,cover=228"
## [183] "63:[f4<0.0429747775] yes=89,no=90,missing=89,gain=86.1081848,cover=134"
## [184] "89:leaf=0.683636844,cover=22"
## [185] "90:leaf=0.274643898,cover=112"
## [186] "64:[f9<3.19108701] yes=91,no=92,missing=91,gain=14.1872864,cover=94"
## [187] "91:leaf=0.13824527,cover=78"
## [188] "92:leaf=0.334221721,cover=16"
## [189] "46:[f29<3.3571651] yes=65,no=66,missing=65,gain=27.3156738,cover=688"
## [190] "65:[f15<784.66687] yes=93,no=94,missing=93,gain=55.5181427,cover=136"
## [191] "93:leaf=0.626096129,cover=12"
## [192] "94:leaf=0.209211662,cover=124"
## [193] "66:[f15<890.986572] yes=95,no=96,missing=95,gain=16.9276428,cover=552"
## [194] "95:leaf=0.0691319481,cover=74"
## [195] "96:leaf=0.167608291,cover=478"
## [196] "34:[f2<0.816030145] yes=47,no=48,missing=47,gain=114.591675,cover=154"
## [197] "47:leaf=0.913410366,cover=10"
## [198] "48:[f37<0.118994951] yes=67,no=68,missing=67,gain=52.6621704,cover=144"
## [199] "67:[f37<0.026755631] yes=97,no=98,missing=97,gain=7.3580637,cover=42"
## [200] "97:leaf=-0.0463837646,cover=10"
## [201] "98:leaf=0.134924337,cover=32"
## [202] "68:[f34<4.62635899] yes=99,no=100,missing=99,gain=46.31604,cover=102"
## [203] "99:leaf=0.435297877,cover=68"
## [204] "100:leaf=0.158924699,cover=34"
## [205] "22:leaf=0.757960677,cover=10"
## [206] "6:[f19<1.21659899] yes=13,no=14,missing=13,gain=157.590454,cover=76"
## [207] "13:[f2<4.25435448] yes=23,no=24,missing=23,gain=150.617126,cover=66"
## [208] "23:leaf=0.931176662,cover=16"
## [209] "24:[f17<2.41343307] yes=35,no=36,missing=35,gain=25.2806625,cover=50"
## [210] "35:leaf=0.479765058,cover=14"
## [211] "36:[f37<0.299778223] yes=49,no=50,missing=49,gain=6.09788513,cover=36"
## [212] "49:leaf=0.111070223,cover=23"
## [213] "50:leaf=0.278756738,cover=13"
## [214] "14:leaf=1.23478174,cover=10"
## [215] "booster[2]"
## [216] "0:[f38<0.5] yes=1,no=2,missing=1,gain=603.192139,cover=6737"
## [217] "1:[f35<5.31458998] yes=3,no=4,missing=3,gain=455.045166,cover=5595"
## [218] "3:[f39<0.5] yes=7,no=8,missing=7,gain=420.24707,cover=5583"
## [219] "7:[f6<0.166052341] yes=13,no=14,missing=13,gain=308.124756,cover=4425"
## [220] "13:leaf=1.06188619,cover=10"
## [221] "14:[f28<6.99046135] yes=25,no=26,missing=25,gain=129.804016,cover=4415"
## [222] "25:[f13<2.15498376] yes=41,no=42,missing=41,gain=61.692749,cover=4392"
## [223] "41:[f3<1.01606333] yes=67,no=68,missing=67,gain=54.173645,cover=4382"
## [224] "67:[f27<4.82901478] yes=103,no=104,missing=103,gain=35.807785,cover=2366"
## [225] "103:leaf=0.0263945051,cover=1966"
## [226] "104:leaf=0.0884127915,cover=400"
## [227] "68:[f10<0.32964009] yes=105,no=106,missing=105,gain=89.4126282,cover=2016"
## [228] "105:leaf=0.370539933,cover=36"
## [229] "106:leaf=0.0736296698,cover=1980"
## [230] "42:leaf=0.504955709,cover=10"
## [231] "26:[f5<2.5596776] yes=43,no=44,missing=43,gain=139.573532,cover=23"
## [232] "43:leaf=0.00264423597,cover=11"
## [233] "44:leaf=0.917888761,cover=12"
## [234] "8:[f7<1.31335092] yes=15,no=16,missing=15,gain=89.144165,cover=1158"
## [235] "15:[f12<0.374361277] yes=27,no=28,missing=27,gain=91.2659302,cover=146"
## [236] "27:[f12<0.297177911] yes=45,no=46,missing=45,gain=171.114197,cover=45"
## [237] "45:[f12<0.245462105] yes=69,no=70,missing=69,gain=18.9104233,cover=24"
## [238] "69:leaf=0.0436311923,cover=14"
## [239] "70:leaf=0.378487945,cover=10"
## [240] "46:[f0<11.3326893] yes=71,no=72,missing=71,gain=287.692871,cover=21"
## [241] "71:leaf=0.226849228,cover=11"
## [242] "72:leaf=1.61850882,cover=10"
## [243] "28:[f10<0.580310285] yes=47,no=48,missing=47,gain=70.2896881,cover=101"
## [244] "47:leaf=0.678909004,cover=10"
## [245] "48:[f30<1.27306366] yes=73,no=74,missing=73,gain=19.8664932,cover=91"
## [246] "73:[f4<1.75672507] yes=107,no=108,missing=107,gain=14.0494537,cover=79"
## [247] "107:leaf=0.0876468867,cover=63"
## [248] "108:leaf=0.284207791,cover=16"
## [249] "74:leaf=0.387413174,cover=12"
## [250] "16:[f3<0.465922356] yes=29,no=30,missing=29,gain=46.4634399,cover=1012"
## [251] "29:[f29<7.06689978] yes=49,no=50,missing=49,gain=25.480423,cover=377"
## [252] "49:[f20<0.166257709] yes=75,no=76,missing=75,gain=15.380928,cover=327"
## [253] "75:[f35<1.6189878] yes=109,no=110,missing=109,gain=6.97217846,cover=75"
## [254] "109:leaf=-0.0146417227,cover=54"
## [255] "110:leaf=0.111402616,cover=21"
## [256] "76:[f31<2.42445207] yes=111,no=112,missing=111,gain=19.5591354,cover=252"
## [257] "111:leaf=0.107193425,cover=241"
## [258] "112:leaf=0.356968045,cover=11"
## [259] "50:[f6<2.67934799] yes=77,no=78,missing=77,gain=27.6395035,cover=50"
## [260] "77:leaf=0.510945618,cover=10"
## [261] "78:[f16<0.932382464] yes=113,no=114,missing=113,gain=6.06150818,cover=40"
## [262] "113:leaf=0.243551359,cover=18"
## [263] "114:leaf=0.0907813385,cover=22"
## [264] "30:[f29<3.9522059] yes=51,no=52,missing=51,gain=77.7779541,cover=635"
## [265] "51:[f15<929.816833] yes=79,no=80,missing=79,gain=59.6359863,cover=107"
## [266] "79:leaf=0.704912364,cover=14"
## [267] "80:[f31<0.773726523] yes=115,no=116,missing=115,gain=80.7666016,cover=93"
## [268] "115:leaf=0.692910314,cover=14"
## [269] "116:leaf=0.208129108,cover=79"
## [270] "52:[f0<13.7715683] yes=81,no=82,missing=81,gain=46.1539001,cover=528"
## [271] "81:[f17<2.21212101] yes=117,no=118,missing=117,gain=26.4933777,cover=518"
## [272] "117:leaf=0.206768081,cover=251"
## [273] "118:leaf=0.120202512,cover=267"
## [274] "82:leaf=0.557244301,cover=10"
## [275] "4:leaf=1.20904911,cover=12"
## [276] "2:[f7<1.40655684] yes=5,no=6,missing=5,gain=173.93811,cover=1142"
## [277] "5:[f15<762.101807] yes=9,no=10,missing=9,gain=138.529968,cover=156"
## [278] "9:[f15<568.563599] yes=17,no=18,missing=17,gain=210.278442,cover=25"
## [279] "17:leaf=0.308111191,cover=14"
## [280] "18:leaf=1.41587472,cover=11"
## [281] "10:[f9<3.29888153] yes=19,no=20,missing=19,gain=124.590942,cover=131"
## [282] "19:[f35<3.49132776] yes=31,no=32,missing=31,gain=41.3105316,cover=113"
## [283] "31:[f13<0.88541019] yes=53,no=54,missing=53,gain=19.2431641,cover=100"
## [284] "53:[f21<0.213939831] yes=83,no=84,missing=83,gain=19.0895691,cover=51"
## [285] "83:[f6<1.55978584] yes=119,no=120,missing=119,gain=6.27025986,cover=28"
## [286] "119:leaf=0.0996588469,cover=16"
## [287] "120:leaf=0.286765277,cover=12"
## [288] "84:[f33<0.102882683] yes=121,no=122,missing=121,gain=15.1995239,cover=23"
## [289] "121:leaf=0.261803359,cover=13"
## [290] "122:leaf=0.603753388,cover=10"
## [291] "54:[f36<0.00500578294] yes=85,no=86,missing=85,gain=11.0728016,cover=49"
## [292] "85:leaf=0.269326627,cover=14"
## [293] "86:leaf=0.0718354434,cover=35"
## [294] "32:leaf=0.576047301,cover=13"
## [295] "20:leaf=0.796636939,cover=18"
## [296] "6:[f36<0.00696063787] yes=11,no=12,missing=11,gain=46.5119629,cover=986"
## [297] "11:[f15<315.108765] yes=21,no=22,missing=21,gain=86.2219238,cover=551"
## [298] "21:[f23<0.912143707] yes=33,no=34,missing=33,gain=113.561569,cover=20"
## [299] "33:leaf=1.04881477,cover=10"
## [300] "34:leaf=0.15076752,cover=10"
## [301] "22:[f20<0.100761451] yes=35,no=36,missing=35,gain=62.0372314,cover=531"
## [302] "35:[f30<0.848292649] yes=55,no=56,missing=55,gain=179.282471,cover=49"
## [303] "55:[f4<0.0786367059] yes=87,no=88,missing=87,gain=29.3904686,cover=37"
## [304] "87:leaf=0.412942559,cover=15"
## [305] "88:leaf=0.0720490515,cover=22"
## [306] "56:leaf=1.04258513,cover=12"
## [307] "36:[f15<910.501099] yes=57,no=58,missing=57,gain=33.2056885,cover=482"
## [308] "57:[f29<10.6425819] yes=89,no=90,missing=89,gain=8.12797356,cover=66"
## [309] "89:leaf=0.0311652403,cover=40"
## [310] "90:[f15<469.066742] yes=129,no=130,missing=129,gain=6.91435242,cover=26"
## [311] "129:leaf=0.0375367291,cover=10"
## [312] "130:leaf=0.240025431,cover=16"
## [313] "58:[f23<1.21663618] yes=91,no=92,missing=91,gain=35.7463379,cover=416"
## [314] "91:[f28<3.13750386] yes=131,no=132,missing=131,gain=29.8732605,cover=363"
## [315] "131:leaf=0.192535877,cover=333"
## [316] "132:leaf=0.390495241,cover=30"
## [317] "92:[f7<2.64968252] yes=133,no=134,missing=133,gain=59.8101501,cover=53"
## [318] "133:leaf=0.258086145,cover=41"
## [319] "134:leaf=0.737126052,cover=12"
## [320] "12:[f10<0.721681774] yes=23,no=24,missing=23,gain=35.8331299,cover=435"
## [321] "23:[f30<0.807743311] yes=37,no=38,missing=37,gain=76.9658356,cover=92"
## [322] "37:[f6<2.7560544] yes=59,no=60,missing=59,gain=37.2735672,cover=71"
## [323] "59:[f30<0.402787805] yes=93,no=94,missing=93,gain=24.3683167,cover=36"
## [324] "93:leaf=0.046954006,cover=10"
## [325] "94:[f37<0.310763717] yes=135,no=136,missing=135,gain=24.9138031,cover=26"
## [326] "135:leaf=0.216267675,cover=15"
## [327] "136:leaf=0.606252074,cover=11"
## [328] "60:leaf=0.0309629608,cover=35"
## [329] "38:[f35<0.995463431] yes=61,no=62,missing=61,gain=86.3055115,cover=21"
## [330] "61:leaf=0.957833827,cover=10"
## [331] "62:leaf=0.187281743,cover=11"
## [332] "24:[f23<0.987513363] yes=39,no=40,missing=39,gain=13.6167297,cover=343"
## [333] "39:[f29<2.99447989] yes=63,no=64,missing=63,gain=7.8783493,cover=271"
## [334] "63:leaf=0.037899483,cover=40"
## [335] "64:[f5<0.523988783] yes=99,no=100,missing=99,gain=10.1635132,cover=231"
## [336] "99:leaf=0.257698029,cover=20"
## [337] "100:[f13<1.16773736] yes=143,no=144,missing=143,gain=5.65673065,cover=211"
## [338] "143:leaf=0.0964165777,cover=153"
## [339] "144:leaf=0.167530119,cover=58"
## [340] "40:[f26<0.311647534] yes=65,no=66,missing=65,gain=36.2492294,cover=72"
## [341] "65:leaf=0.498803407,cover=12"
## [342] "66:[f15<1656.5] yes=101,no=102,missing=101,gain=12.5260773,cover=60"
## [343] "101:leaf=0.102581762,cover=50"
## [344] "102:leaf=0.330119312,cover=10"
## [345] "booster[3]"
## [346] "0:[f38<0.5] yes=1,no=2,missing=1,gain=434.110352,cover=6802"
## [347] "1:[f1<9.22302818] yes=3,no=4,missing=3,gain=301.260681,cover=5662"
## [348] "3:[f32<1.26989233] yes=7,no=8,missing=7,gain=198.339722,cover=78"
## [349] "7:[f1<2.45129681] yes=15,no=16,missing=15,gain=438.939697,cover=20"
## [350] "15:leaf=0.0289801434,cover=10"
## [351] "16:leaf=1.76253951,cover=10"
## [352] "8:[f5<4.06844044] yes=17,no=18,missing=17,gain=159.753784,cover=58"
## [353] "17:[f34<3.72293806] yes=27,no=28,missing=27,gain=91.4556427,cover=46"
## [354] "27:[f6<2.81497049] yes=39,no=40,missing=39,gain=18.8064289,cover=32"
## [355] "39:leaf=-0.248880446,cover=14"
## [356] "40:leaf=0.0360332951,cover=18"
## [357] "28:leaf=0.471233547,cover=14"
## [358] "18:leaf=0.838439405,cover=12"
## [359] "4:[f39<0.5] yes=9,no=10,missing=9,gain=287.881958,cover=5584"
## [360] "9:[f34<6.79469395] yes=19,no=20,missing=19,gain=55.5902252,cover=4468"
## [361] "19:[f25<1.11749482] yes=29,no=30,missing=29,gain=44.6831512,cover=4450"
## [362] "29:[f36<0.229486659] yes=41,no=42,missing=41,gain=44.5601501,cover=2044"
## [363] "41:[f10<0.393369734] yes=59,no=60,missing=59,gain=40.5092926,cover=2027"
## [364] "59:[f12<0.375733018] yes=85,no=86,missing=85,gain=96.8811951,cover=42"
## [365] "85:leaf=-0.0867820606,cover=18"
## [366] "86:leaf=0.484273106,cover=24"
## [367] "60:[f22<2.66426754] yes=87,no=88,missing=87,gain=29.7907562,cover=1985"
## [368] "87:leaf=0.0549571291,cover=1963"
## [369] "88:leaf=0.27170828,cover=22"
## [370] "42:leaf=0.360618025,cover=17"
## [371] "30:[f27<4.9057889] yes=43,no=44,missing=43,gain=18.7400055,cover=2406"
## [372] "43:[f35<3.7746706] yes=61,no=62,missing=61,gain=11.5675774,cover=2030"
## [373] "61:[f26<2.26994681] yes=89,no=90,missing=89,gain=8.94980621,cover=2019"
## [374] "89:leaf=0.0222109053,cover=1797"
## [375] "90:leaf=-0.0179627053,cover=222"
## [376] "62:leaf=0.204033196,cover=11"
## [377] "44:[f30<2.35523033] yes=63,no=64,missing=63,gain=14.3020515,cover=376"
## [378] "63:[f28<0.93850106] yes=91,no=92,missing=91,gain=10.177475,cover=366"
## [379] "91:leaf=0.130376935,cover=58"
## [380] "92:leaf=0.0442908518,cover=308"
## [381] "64:leaf=0.277921587,cover=10"
## [382] "20:leaf=0.367802829,cover=18"
## [383] "10:[f27<5.23005676] yes=21,no=22,missing=21,gain=105.683899,cover=1116"
## [384] "21:[f35<1.00439715] yes=31,no=32,missing=31,gain=54.6439819,cover=1097"
## [385] "31:[f6<1.51193845] yes=45,no=46,missing=45,gain=37.4319763,cover=917"
## [386] "45:[f35<0.546065986] yes=65,no=66,missing=65,gain=7.74225855,cover=92"
## [387] "65:leaf=-0.0255406387,cover=64"
## [388] "66:leaf=0.091953598,cover=28"
## [389] "46:[f13<0.708195567] yes=67,no=68,missing=67,gain=39.3323669,cover=825"
## [390] "67:[f28<2.88176584] yes=97,no=98,missing=97,gain=57.7054749,cover=105"
## [391] "97:leaf=0.196185291,cover=95"
## [392] "98:leaf=0.65993309,cover=10"
## [393] "68:[f30<0.0765298605] yes=99,no=100,missing=99,gain=26.7187195,cover=720"
## [394] "99:leaf=0.333574235,cover=20"
## [395] "100:leaf=0.115479648,cover=700"
## [396] "32:[f2<0.816030145] yes=47,no=48,missing=47,gain=120.599457,cover=180"
## [397] "47:leaf=0.849048972,cover=10"
## [398] "48:[f1<11.1690941] yes=69,no=70,missing=69,gain=40.4489899,cover=170"
## [399] "69:[f1<10.7368641] yes=101,no=102,missing=101,gain=95.1477203,cover=34"
## [400] "101:leaf=0.0904984623,cover=19"
## [401] "102:leaf=0.721774101,cover=15"
## [402] "70:[f20<0.410910666] yes=103,no=104,missing=103,gain=36.6801071,cover=136"
## [403] "103:leaf=0.119434081,cover=125"
## [404] "104:leaf=0.468311787,cover=11"
## [405] "22:leaf=0.584148765,cover=19"
## [406] "2:[f37<0.470490277] yes=5,no=6,missing=5,gain=169.190796,cover=1140"
## [407] "5:[f22<1.56887436] yes=11,no=12,missing=11,gain=65.4416504,cover=1107"
## [408] "11:[f29<0.743842185] yes=23,no=24,missing=23,gain=55.8303223,cover=861"
## [409] "23:leaf=0.587354362,cover=10"
## [410] "24:[f10<0.490796745] yes=33,no=34,missing=33,gain=57.465332,cover=851"
## [411] "33:[f12<0.30957377] yes=49,no=50,missing=49,gain=33.3561859,cover=49"
## [412] "49:leaf=0.0404254086,cover=10"
## [413] "50:[f13<1.17003798] yes=71,no=72,missing=71,gain=43.2457581,cover=39"
## [414] "71:[f29<3.46358585] yes=105,no=106,missing=105,gain=55.088562,cover=28"
## [415] "105:leaf=0.197451234,cover=11"
## [416] "106:leaf=0.758178294,cover=17"
## [417] "72:leaf=0.101261251,cover=11"
## [418] "34:[f23<1.13950396] yes=51,no=52,missing=51,gain=21.6426086,cover=802"
## [419] "51:[f30<0.994708836] yes=73,no=74,missing=73,gain=26.3211365,cover=702"
## [420] "73:[f26<1.8661238] yes=107,no=108,missing=107,gain=18.7738953,cover=586"
## [421] "107:leaf=0.125313789,cover=533"
## [422] "108:leaf=0.00720335869,cover=53"
## [423] "74:[f28<1.442168] yes=109,no=110,missing=109,gain=37.9528656,cover=116"
## [424] "109:leaf=0.52170229,cover=12"
## [425] "110:leaf=0.173593894,cover=104"
## [426] "52:[f7<2.59090757] yes=75,no=76,missing=75,gain=63.2459106,cover=100"
## [427] "75:[f33<0.124756679] yes=111,no=112,missing=111,gain=24.6596146,cover=73"
## [428] "111:leaf=0.380352974,cover=11"
## [429] "112:leaf=0.081815131,cover=62"
## [430] "76:[f13<1.07193494] yes=113,no=114,missing=113,gain=105.885345,cover=27"
## [431] "113:leaf=0.86431253,cover=12"
## [432] "114:leaf=0.117851779,cover=15"
## [433] "12:[f22<1.69279361] yes=25,no=26,missing=25,gain=59.2863159,cover=246"
## [434] "25:[f18<1.47561097] yes=35,no=36,missing=35,gain=84.5193787,cover=79"
## [435] "35:[f12<0.375892818] yes=53,no=54,missing=53,gain=84.8926239,cover=59"
## [436] "53:[f5<1.03647852] yes=77,no=78,missing=77,gain=67.5345917,cover=23"
## [437] "77:leaf=0.246833459,cover=13"
## [438] "78:leaf=0.910892725,cover=10"
## [439] "54:leaf=0.0989437923,cover=36"
## [440] "36:[f30<0.378558308] yes=55,no=56,missing=55,gain=129.608856,cover=20"
## [441] "55:leaf=0.220620304,cover=10"
## [442] "56:leaf=1.18850482,cover=10"
## [443] "26:[f23<0.463017255] yes=37,no=38,missing=37,gain=24.9263458,cover=167"
## [444] "37:leaf=-0.0632420629,cover=11"
## [445] "38:[f26<0.153539106] yes=57,no=58,missing=57,gain=43.2205353,cover=156"
## [446] "57:[f1<11.9701824] yes=81,no=82,missing=81,gain=76.8854218,cover=22"
## [447] "81:leaf=0.830294311,cover=10"
## [448] "82:leaf=0.125704512,cover=12"
## [449] "58:[f12<0.576978564] yes=83,no=84,missing=83,gain=24.2109451,cover=134"
## [450] "83:[f9<3.36453342] yes=117,no=118,missing=117,gain=18.1184845,cover=72"
## [451] "117:leaf=0.334944963,cover=43"
## [452] "118:leaf=0.135028094,cover=29"
## [453] "84:[f20<0.185538992] yes=119,no=120,missing=119,gain=4.98732185,cover=62"
## [454] "119:leaf=-0.000744190824,cover=15"
## [455] "120:leaf=0.124094583,cover=47"
## [456] "6:[f13<0.631771326] yes=13,no=14,missing=13,gain=170.674408,cover=33"
## [457] "13:leaf=0.180682182,cover=17"
## [458] "14:leaf=1.04085338,cover=16"
## [459] "booster[4]"
## [460] "0:[f1<9.42292309] yes=1,no=2,missing=1,gain=317.651733,cover=6870"
## [461] "1:[f32<1.28938508] yes=3,no=4,missing=3,gain=240.118713,cover=112"
## [462] "3:[f2<4.32679033] yes=7,no=8,missing=7,gain=171.598999,cover=25"
## [463] "7:leaf=1.47335994,cover=10"
## [464] "8:leaf=0.443979442,cover=15"
## [465] "4:[f5<1.32283461] yes=9,no=10,missing=9,gain=187.297302,cover=87"
## [466] "9:[f7<0.237282455] yes=15,no=16,missing=15,gain=27.3947906,cover=33"
## [467] "15:leaf=-0.296176046,cover=15"
## [468] "16:leaf=0.0418072902,cover=18"
## [469] "10:[f8<2.51651597] yes=17,no=18,missing=17,gain=222.46936,cover=54"
## [470] "17:[f8<1.71378207] yes=27,no=28,missing=27,gain=121.586319,cover=35"
## [471] "27:leaf=0.682438612,cover=10"
## [472] "28:[f37<0.171369836] yes=41,no=42,missing=41,gain=9.01015759,cover=25"
## [473] "41:leaf=-0.158092037,cover=15"
## [474] "42:leaf=0.0657727495,cover=10"
## [475] "18:leaf=0.954569817,cover=19"
## [476] "2:[f38<0.5] yes=5,no=6,missing=5,gain=255.430054,cover=6758"
## [477] "5:[f39<0.5] yes=11,no=12,missing=11,gain=201.725677,cover=5608"
## [478] "11:[f25<3.42615175] yes=19,no=20,missing=19,gain=45.6071625,cover=4450"
## [479] "19:[f22<2.80072165] yes=29,no=30,missing=29,gain=42.3382416,cover=4440"
## [480] "29:[f15<3441.5] yes=43,no=44,missing=43,gain=41.272934,cover=4422"
## [481] "43:[f12<0.0177882686] yes=57,no=58,missing=57,gain=42.2868652,cover=4323"
## [482] "57:[f27<4.78569841] yes=83,no=84,missing=83,gain=10.8205528,cover=28"
## [483] "83:leaf=-0.286972165,cover=17"
## [484] "84:leaf=-0.044289548,cover=11"
## [485] "58:[f34<7.15302944] yes=85,no=86,missing=85,gain=42.5648346,cover=4295"
## [486] "85:leaf=0.031724453,cover=4285"
## [487] "86:leaf=0.404220551,cover=10"
## [488] "44:[f11<126388.5] yes=59,no=60,missing=59,gain=37.1294098,cover=99"
## [489] "59:leaf=0.483294725,cover=10"
## [490] "60:[f35<3.59237194] yes=87,no=88,missing=87,gain=23.0701313,cover=89"
## [491] "87:leaf=0.075309962,cover=79"
## [492] "88:leaf=0.369505972,cover=10"
## [493] "30:leaf=0.31687367,cover=18"
## [494] "20:leaf=0.420740306,cover=10"
## [495] "12:[f37<0.511768103] yes=21,no=22,missing=21,gain=88.182373,cover=1158"
## [496] "21:[f2<5.47432041] yes=31,no=32,missing=31,gain=35.6727905,cover=1130"
## [497] "31:[f31<2.72153902] yes=45,no=46,missing=45,gain=42.6482544,cover=885"
## [498] "45:[f6<5.14958096] yes=61,no=62,missing=61,gain=35.8199463,cover=850"
## [499] "61:[f1<10.4756374] yes=89,no=90,missing=89,gain=42.8973389,cover=788"
## [500] "89:leaf=0.386238396,cover=23"
## [501] "90:leaf=0.128015801,cover=765"
## [502] "62:[f30<0.596917629] yes=91,no=92,missing=91,gain=5.45165253,cover=62"
## [503] "91:leaf=0.0423991717,cover=31"
## [504] "92:leaf=-0.0680018589,cover=31"
## [505] "46:[f21<0.264374882] yes=63,no=64,missing=63,gain=51.2550507,cover=35"
## [506] "63:[f9<2.80327988] yes=93,no=94,missing=93,gain=13.5169373,cover=20"
## [507] "93:leaf=-0.0289391745,cover=10"
## [508] "94:leaf=0.272150189,cover=10"
## [509] "64:leaf=0.58984381,cover=15"
## [510] "32:[f15<2064.5] yes=47,no=48,missing=47,gain=10.6010342,cover=245"
## [511] "47:[f4<1.30797267] yes=65,no=66,missing=65,gain=9.90182209,cover=199"
## [512] "65:[f21<0.582225561] yes=95,no=96,missing=95,gain=6.43198299,cover=182"
## [513] "95:leaf=-0.0130540542,cover=99"
## [514] "96:leaf=0.0579660386,cover=83"
## [515] "66:leaf=0.166648939,cover=17"
## [516] "48:[f26<1.45066833] yes=67,no=68,missing=67,gain=24.186142,cover=46"
## [517] "67:leaf=0.378756016,cover=10"
## [518] "68:[f11<147893] yes=97,no=98,missing=97,gain=8.33609581,cover=36"
## [519] "97:leaf=-0.0495657958,cover=15"
## [520] "98:leaf=0.130703494,cover=21"
## [521] "22:[f25<2.28297663] yes=33,no=34,missing=33,gain=123.963242,cover=28"
## [522] "33:leaf=0.13704747,cover=18"
## [523] "34:leaf=0.952018857,cover=10"
## [524] "6:[f31<1.84265649] yes=13,no=14,missing=13,gain=92.4271851,cover=1150"
## [525] "13:[f7<0.973213553] yes=23,no=24,missing=23,gain=44.5383606,cover=944"
## [526] "23:leaf=0.414783895,cover=18"
## [527] "24:[f37<0.0405329987] yes=35,no=36,missing=35,gain=33.7489624,cover=926"
## [528] "35:[f34<5.23438168] yes=49,no=50,missing=49,gain=50.8219147,cover=205"
## [529] "49:[f10<1.55595112] yes=69,no=70,missing=69,gain=28.254921,cover=173"
## [530] "69:[f15<1394.5] yes=99,no=100,missing=99,gain=12.738636,cover=147"
## [531] "99:leaf=0.0770833641,cover=106"
## [532] "100:leaf=0.201644704,cover=41"
## [533] "70:[f10<1.76429176] yes=101,no=102,missing=101,gain=42.6005859,cover=26"
## [534] "101:leaf=0.613301337,cover=10"
## [535] "102:leaf=0.120071672,cover=16"
## [536] "50:[f29<7.2066164] yes=71,no=72,missing=71,gain=84.2674866,cover=32"
## [537] "71:leaf=0.105120443,cover=17"
## [538] "72:leaf=0.716962814,cover=15"
## [539] "36:[f34<4.80121136] yes=51,no=52,missing=51,gain=18.6655731,cover=721"
## [540] "51:[f34<4.71899509] yes=73,no=74,missing=73,gain=22.8797455,cover=503"
## [541] "73:[f8<1.94608891] yes=103,no=104,missing=103,gain=18.4510651,cover=488"
## [542] "103:leaf=0.0794895291,cover=264"
## [543] "104:leaf=0.153825089,cover=224"
## [544] "74:leaf=0.345655888,cover=15"
## [545] "52:[f5<2.36309624] yes=75,no=76,missing=75,gain=23.1354542,cover=218"
## [546] "75:[f9<3.36825085] yes=105,no=106,missing=105,gain=11.1939278,cover=126"
## [547] "105:leaf=0.135614201,cover=100"
## [548] "106:leaf=-0.00335933757,cover=26"
## [549] "76:leaf=-0.0171932541,cover=92"
## [550] "14:[f4<2.29665613] yes=25,no=26,missing=25,gain=114.960175,cover=206"
## [551] "25:[f8<1.58066022] yes=37,no=38,missing=37,gain=93.9557495,cover=185"
## [552] "37:[f16<1.62643945] yes=53,no=54,missing=53,gain=61.4876404,cover=47"
## [553] "53:leaf=0.846898496,cover=10"
## [554] "54:[f6<1.90672398] yes=77,no=78,missing=77,gain=68.6199417,cover=37"
## [555] "77:[f27<4.11710739] yes=109,no=110,missing=109,gain=5.47690487,cover=25"
## [556] "109:leaf=0.202836126,cover=14"
## [557] "110:leaf=0.0246672425,cover=11"
## [558] "78:leaf=0.670909882,cover=12"
## [559] "38:[f4<1.13466406] yes=55,no=56,missing=55,gain=32.4718246,cover=138"
## [560] "55:[f25<0.799466372] yes=79,no=80,missing=79,gain=17.1424656,cover=92"
## [561] "79:leaf=0.29210943,cover=10"
## [562] "80:[f11<104338] yes=111,no=112,missing=111,gain=13.5347834,cover=82"
## [563] "111:leaf=-0.0216659755,cover=50"
## [564] "112:leaf=0.133971304,cover=32"
## [565] "56:[f15<2555] yes=81,no=82,missing=81,gain=20.7373428,cover=46"
## [566] "81:[f29<3.67251825] yes=113,no=114,missing=113,gain=12.7305565,cover=35"
## [567] "113:leaf=0.0230306014,cover=12"
## [568] "114:leaf=0.263586015,cover=23"
## [569] "82:leaf=0.483984351,cover=11"
## [570] "26:[f21<0.761409402] yes=39,no=40,missing=39,gain=145.047241,cover=21"
## [571] "39:leaf=1.16479719,cover=10"
## [572] "40:leaf=0.174914598,cover=11"
## [573] "booster[5]"
## [574] "0:[f38<0.5] yes=1,no=2,missing=1,gain=235.202515,cover=6773"
## [575] "1:[f35<5.46177006] yes=3,no=4,missing=3,gain=177.249023,cover=5636"
## [576] "3:[f39<0.5] yes=7,no=8,missing=7,gain=148.049347,cover=5626"
## [577] "7:[f10<0.325031579] yes=13,no=14,missing=13,gain=60.2961502,cover=4476"
## [578] "13:[f14<0.473999858] yes=23,no=24,missing=23,gain=140.893738,cover=123"
## [579] "23:leaf=0.806696951,cover=10"
## [580] "24:[f19<0.856042027] yes=41,no=42,missing=41,gain=52.1115723,cover=113"
## [581] "41:[f30<0.332329214] yes=55,no=56,missing=55,gain=36.4744949,cover=59"
## [582] "55:leaf=0.474695265,cover=14"
## [583] "56:[f16<0.303451002] yes=77,no=78,missing=77,gain=13.5801868,cover=45"
## [584] "77:leaf=0.26369518,cover=16"
## [585] "78:leaf=0.0486704111,cover=29"
## [586] "42:[f12<0.0556716621] yes=57,no=58,missing=57,gain=20.0191689,cover=54"
## [587] "57:leaf=-0.215898633,cover=15"
## [588] "58:[f3<0.317952454] yes=79,no=80,missing=79,gain=5.04230833,cover=39"
## [589] "79:leaf=0.0896944553,cover=23"
## [590] "80:leaf=-0.0453135483,cover=16"
## [591] "14:[f17<0.0653923303] yes=25,no=26,missing=25,gain=37.036972,cover=4353"
## [592] "25:leaf=-0.270162255,cover=14"
## [593] "26:[f18<0.0538855158] yes=43,no=44,missing=43,gain=169.53009,cover=4339"
## [594] "43:leaf=0.768778622,cover=10"
## [595] "44:[f34<0.455797911] yes=59,no=60,missing=59,gain=22.925972,cover=4329"
## [596] "59:leaf=0.276384056,cover=12"
## [597] "60:[f3<0.487506419] yes=81,no=82,missing=81,gain=19.8015823,cover=4317"
## [598] "81:leaf=0.00991276186,cover=1830"
## [599] "82:leaf=0.035827402,cover=2487"
## [600] "8:[f0<14.2979145] yes=15,no=16,missing=15,gain=66.0196228,cover=1150"
## [601] "15:[f30<1.39166713] yes=27,no=28,missing=27,gain=54.5064392,cover=1123"
## [602] "27:[f15<1141.5] yes=45,no=46,missing=45,gain=39.7796326,cover=1060"
## [603] "45:[f8<2.80254793] yes=61,no=62,missing=61,gain=83.6522827,cover=257"
## [604] "61:[f15<975] yes=83,no=84,missing=83,gain=62.6344986,cover=247"
## [605] "83:leaf=0.0764567107,cover=189"
## [606] "84:leaf=0.300284594,cover=58"
## [607] "62:leaf=0.664879501,cover=10"
## [608] "46:[f37<0.0287364945] yes=63,no=64,missing=63,gain=40.5005341,cover=803"
## [609] "63:[f31<0.899879515] yes=85,no=86,missing=85,gain=52.0196533,cover=98"
## [610] "85:leaf=0.454372883,cover=19"
## [611] "86:leaf=0.110524528,cover=79"
## [612] "64:[f28<3.03317714] yes=87,no=88,missing=87,gain=21.2497025,cover=705"
## [613] "87:leaf=0.0427482501,cover=657"
## [614] "88:leaf=0.172025755,cover=48"
## [615] "28:[f9<2.47220063] yes=47,no=48,missing=47,gain=82.7064972,cover=63"
## [616] "47:[f36<0.0595397204] yes=65,no=66,missing=65,gain=5.06611919,cover=25"
## [617] "65:leaf=-0.0676092356,cover=15"
## [618] "66:leaf=0.0990567282,cover=10"
## [619] "48:[f15<1718] yes=67,no=68,missing=67,gain=87.1463776,cover=38"
## [620] "67:[f19<1.25221455] yes=89,no=90,missing=89,gain=8.93763065,cover=20"
## [621] "89:leaf=0.0244741682,cover=10"
## [622] "90:leaf=0.274125606,cover=10"
## [623] "68:leaf=0.731947303,cover=18"
## [624] "16:[f18<1.33098078] yes=29,no=30,missing=29,gain=211.966293,cover=27"
## [625] "29:leaf=-0.0234898012,cover=17"
## [626] "30:leaf=1.04023218,cover=10"
## [627] "4:leaf=0.805512011,cover=10"
## [628] "2:[f7<1.13526189] yes=5,no=6,missing=5,gain=120.266724,cover=1137"
## [629] "5:[f37<0.448927045] yes=9,no=10,missing=9,gain=135.830139,cover=102"
## [630] "9:[f9<3.31968784] yes=17,no=18,missing=17,gain=90.3263702,cover=88"
## [631] "17:[f0<10.3936787] yes=31,no=32,missing=31,gain=56.1431313,cover=77"
## [632] "31:leaf=0.562853217,cover=10"
## [633] "32:[f37<0.136677176] yes=49,no=50,missing=49,gain=39.8046799,cover=67"
## [634] "49:leaf=-0.154045567,cover=16"
## [635] "50:[f22<0.261346966] yes=69,no=70,missing=69,gain=31.0443344,cover=51"
## [636] "69:leaf=-0.0805011243,cover=12"
## [637] "70:[f19<0.625730634] yes=91,no=92,missing=91,gain=32.5584717,cover=39"
## [638] "91:leaf=0.523481071,cover=11"
## [639] "92:leaf=0.142817602,cover=28"
## [640] "18:leaf=0.728217363,cover=11"
## [641] "10:leaf=0.86573118,cover=14"
## [642] "6:[f10<0.652512312] yes=11,no=12,missing=11,gain=82.9779663,cover=1035"
## [643] "11:[f9<3.31197715] yes=19,no=20,missing=19,gain=43.9646301,cover=138"
## [644] "19:[f37<0.0260784514] yes=33,no=34,missing=33,gain=62.3685608,cover=111"
## [645] "33:leaf=0.525971353,cover=17"
## [646] "34:[f9<2.43919659] yes=51,no=52,missing=51,gain=68.3454132,cover=94"
## [647] "51:leaf=0.459623903,cover=18"
## [648] "52:[f11<55821.5] yes=71,no=72,missing=71,gain=16.5306473,cover=76"
## [649] "71:[f28<2.13615513] yes=93,no=94,missing=93,gain=6.60874891,cover=52"
## [650] "93:leaf=-0.0768640861,cover=23"
## [651] "94:leaf=0.056237068,cover=29"
## [652] "72:[f12<0.359415859] yes=95,no=96,missing=95,gain=10.5975647,cover=24"
## [653] "95:leaf=0.0300814975,cover=10"
## [654] "96:leaf=0.284672439,cover=14"
## [655] "20:[f36<0.0114225363] yes=35,no=36,missing=35,gain=73.9860687,cover=27"
## [656] "35:leaf=0.152866721,cover=14"
## [657] "36:leaf=0.781312644,cover=13"
## [658] "12:[f21<2.4557023] yes=21,no=22,missing=21,gain=48.9068451,cover=897"
## [659] "21:[f30<1.67201519] yes=37,no=38,missing=37,gain=31.4608154,cover=877"
## [660] "37:[f28<1.75187266] yes=53,no=54,missing=53,gain=21.6232605,cover=861"
## [661] "53:[f17<2.40822339] yes=73,no=74,missing=73,gain=8.40356541,cover=60"
## [662] "73:leaf=0.0517388768,cover=29"
## [663] "74:leaf=-0.087632969,cover=31"
## [664] "54:[f31<2.34421062] yes=75,no=76,missing=75,gain=24.1911926,cover=801"
## [665] "75:[f16<2.3880496] yes=101,no=102,missing=101,gain=19.7184296,cover=765"
## [666] "101:leaf=0.0961031541,cover=730"
## [667] "102:leaf=-0.0480274297,cover=35"
## [668] "76:[f34<2.5005846] yes=103,no=104,missing=103,gain=95.7380066,cover=36"
## [669] "103:leaf=0.714508355,cover=10"
## [670] "104:leaf=0.0471314564,cover=26"
## [671] "38:leaf=0.349354297,cover=16"
## [672] "22:[f11<29212.6719] yes=39,no=40,missing=39,gain=113.875847,cover=20"
## [673] "39:leaf=-0.0685951486,cover=10"
## [674] "40:leaf=0.806586027,cover=10"
## [675] "booster[6]"
## [676] "0:[f34<7.99041748] yes=1,no=2,missing=1,gain=250.792694,cover=6818"
## [677] "1:[f15<69.6517334] yes=3,no=4,missing=3,gain=74.6699219,cover=6800"
## [678] "3:[f18<0.234184414] yes=5,no=6,missing=5,gain=43.0529404,cover=140"
## [679] "5:[f24<0.104281045] yes=9,no=10,missing=9,gain=13.7900925,cover=63"
## [680] "9:[f2<7.2549634] yes=15,no=16,missing=15,gain=9.91598511,cover=22"
## [681] "15:leaf=-0.449902564,cover=11"
## [682] "16:leaf=-0.17421484,cover=11"
## [683] "10:[f17<0.2145257] yes=17,no=18,missing=17,gain=11.44837,cover=41"
## [684] "17:leaf=-0.0398265608,cover=22"
## [685] "18:leaf=-0.239667296,cover=19"
## [686] "6:[f18<0.955597401] yes=11,no=12,missing=11,gain=18.0711441,cover=77"
## [687] "11:[f9<3.48381734] yes=19,no=20,missing=19,gain=9.1948452,cover=39"
## [688] "19:[f11<90397.5] yes=29,no=30,missing=29,gain=8.09885311,cover=27"
## [689] "29:leaf=-0.0562990159,cover=16"
## [690] "30:leaf=0.146832347,cover=11"
## [691] "20:leaf=0.223586291,cover=12"
## [692] "12:[f0<11.6612358] yes=21,no=22,missing=21,gain=11.3303118,cover=38"
## [693] "21:leaf=0.026405178,cover=17"
## [694] "22:leaf=-0.177723676,cover=21"
## [695] "4:[f27<5.75294447] yes=7,no=8,missing=7,gain=169.69986,cover=6660"
## [696] "7:[f10<0.955889106] yes=13,no=14,missing=13,gain=68.7042847,cover=6649"
## [697] "13:[f7<1.37238669] yes=23,no=24,missing=23,gain=77.3887939,cover=2346"
## [698] "23:[f11<40894.3203] yes=33,no=34,missing=33,gain=290.451294,cover=350"
## [699] "33:[f3<1.63499105] yes=39,no=40,missing=39,gain=350.224243,cover=21"
## [700] "39:leaf=1.50809526,cover=11"
## [701] "40:leaf=-0.00616747979,cover=10"
## [702] "34:[f6<1.04423141] yes=41,no=42,missing=41,gain=73.1210709,cover=329"
## [703] "41:leaf=0.589270771,cover=10"
## [704] "42:[f16<0.0707639456] yes=51,no=52,missing=51,gain=47.0766373,cover=319"
## [705] "51:leaf=0.389916092,cover=17"
## [706] "52:leaf=0.0744322464,cover=302"
## [707] "24:[f6<5.0580864] yes=35,no=36,missing=35,gain=30.3889313,cover=1996"
## [708] "35:[f11<8261.5293] yes=43,no=44,missing=43,gain=35.5677185,cover=1868"
## [709] "43:[f26<0.250920236] yes=53,no=54,missing=53,gain=50.2672729,cover=23"
## [710] "53:leaf=-0.00421730988,cover=11"
## [711] "54:leaf=0.544517934,cover=12"
## [712] "44:[f16<0.175665379] yes=55,no=56,missing=55,gain=27.6469421,cover=1845"
## [713] "55:leaf=0.0130395126,cover=351"
## [714] "56:leaf=0.0720405728,cover=1494"
## [715] "36:leaf=-0.0311768074,cover=128"
## [716] "14:[f35<4.05088425] yes=25,no=26,missing=25,gain=95.0671158,cover=4303"
## [717] "25:[f3<6.2697916] yes=37,no=38,missing=37,gain=63.5450058,cover=4291"
## [718] "37:[f1<10.8178778] yes=47,no=48,missing=47,gain=32.6510468,cover=3806"
## [719] "47:[f35<0.0340241753] yes=61,no=62,missing=61,gain=30.9949532,cover=404"
## [720] "61:leaf=0.272904992,cover=25"
## [721] "62:leaf=0.0590346605,cover=379"
## [722] "48:[f15<290.194641] yes=63,no=64,missing=63,gain=27.9344616,cover=3402"
## [723] "63:leaf=0.292745501,cover=12"
## [724] "64:leaf=0.015049669,cover=3390"
## [725] "38:[f19<0.503123939] yes=49,no=50,missing=49,gain=55.3349533,cover=485"
## [726] "49:leaf=0.49641791,cover=11"
## [727] "50:[f20<1.37295854] yes=65,no=66,missing=65,gain=29.2058487,cover=474"
## [728] "65:leaf=0.0757693797,cover=460"
## [729] "66:leaf=0.344737262,cover=14"
## [730] "26:leaf=0.542481184,cover=12"
## [731] "8:leaf=0.757858336,cover=11"
## [732] "2:leaf=0.732451916,cover=18"
## [733] "booster[7]"
## [734] "0:[f28<0.396314085] yes=1,no=2,missing=1,gain=153.760498,cover=6855"
## [735] "1:leaf=0.597930193,cover=17"
## [736] "2:[f1<9.35734749] yes=3,no=4,missing=3,gain=153.550507,cover=6838"
## [737] "3:[f24<0.31709832] yes=5,no=6,missing=5,gain=150.887238,cover=93"
## [738] "5:[f12<0.452058494] yes=9,no=10,missing=9,gain=170.197083,cover=51"
## [739] "9:[f6<2.67064333] yes=17,no=18,missing=17,gain=82.0695038,cover=31"
## [740] "17:leaf=0.495434225,cover=16"
## [741] "18:leaf=-0.105467923,cover=15"
## [742] "10:[f3<0.854970574] yes=19,no=20,missing=19,gain=76.2199402,cover=20"
## [743] "19:leaf=1.27563381,cover=10"
## [744] "20:leaf=0.474870056,cover=10"
## [745] "6:[f18<0.804248095] yes=11,no=12,missing=11,gain=84.2767029,cover=42"
## [746] "11:leaf=0.470407933,cover=10"
## [747] "12:[f8<1.99779415] yes=21,no=22,missing=21,gain=7.55269241,cover=32"
## [748] "21:leaf=-0.0324208327,cover=15"
## [749] "22:leaf=-0.216598243,cover=17"
## [750] "4:[f38<0.5] yes=7,no=8,missing=7,gain=115.914459,cover=6745"
## [751] "7:[f39<0.5] yes=13,no=14,missing=13,gain=108.562943,cover=5611"
## [752] "13:[f2<4.77278423] yes=23,no=24,missing=23,gain=30.2224846,cover=4459"
## [753] "23:[f34<7.14147854] yes=31,no=32,missing=31,gain=21.6957893,cover=3271"
## [754] "31:[f7<4.66559505] yes=41,no=42,missing=41,gain=21.2314377,cover=3260"
## [755] "41:[f15<3450] yes=51,no=52,missing=51,gain=19.8882027,cover=3249"
## [756] "51:leaf=0.022534525,cover=3211"
## [757] "52:leaf=0.158412218,cover=38"
## [758] "42:leaf=0.276208311,cover=11"
## [759] "32:leaf=0.279888511,cover=11"
## [760] "24:[f30<0.04930152] yes=33,no=34,missing=33,gain=22.9788036,cover=1188"
## [761] "33:leaf=0.262850434,cover=10"
## [762] "34:[f18<0.0419605225] yes=43,no=44,missing=43,gain=17.0580883,cover=1178"
## [763] "43:leaf=-0.235947773,cover=11"
## [764] "44:[f35<0.926083744] yes=53,no=54,missing=53,gain=7.43180561,cover=1167"
## [765] "53:leaf=-0.0205422509,cover=753"
## [766] "54:leaf=0.0109642288,cover=414"
## [767] "14:[f4<6.3788867] yes=25,no=26,missing=25,gain=54.7390289,cover=1152"
## [768] "25:[f25<0.366234899] yes=35,no=36,missing=35,gain=34.3020172,cover=1142"
## [769] "35:leaf=-0.077560097,cover=48"
## [770] "36:[f1<10.0190983] yes=47,no=48,missing=47,gain=36.6164093,cover=1094"
## [771] "47:leaf=0.389049351,cover=13"
## [772] "48:[f11<8185.22266] yes=57,no=58,missing=57,gain=29.3608856,cover=1081"
## [773] "57:leaf=0.353265822,cover=13"
## [774] "58:leaf=0.0768486559,cover=1068"
## [775] "26:leaf=0.502118945,cover=10"
## [776] "8:[f1<10.2686195] yes=15,no=16,missing=15,gain=91.6474304,cover=1134"
## [777] "15:[f1<10.1442394] yes=27,no=28,missing=27,gain=117.112366,cover=32"
## [778] "27:[f34<4.25055218] yes=37,no=38,missing=37,gain=23.6813011,cover=22"
## [779] "37:leaf=0.316572219,cover=12"
## [780] "38:leaf=-0.0649624243,cover=10"
## [781] "28:leaf=0.912143707,cover=10"
## [782] "16:[f11<2141.79053] yes=29,no=30,missing=29,gain=50.292572,cover=1102"
## [783] "29:leaf=-0.316224664,cover=10"
## [784] "30:[f37<0.535538316] yes=39,no=40,missing=39,gain=50.0333099,cover=1092"
## [785] "39:[f10<0.237558335] yes=49,no=50,missing=49,gain=30.6664734,cover=1076"
## [786] "49:leaf=0.400737524,cover=10"
## [787] "50:[f21<0.331001818] yes=59,no=60,missing=59,gain=28.0518951,cover=1066"
## [788] "59:leaf=-0.00289611868,cover=122"
## [789] "60:leaf=0.093408227,cover=944"
## [790] "40:leaf=0.413356602,cover=16"
## [791] "booster[8]"
## [792] "0:[f4<6.33710194] yes=1,no=2,missing=1,gain=101.819794,cover=6746"
## [793] "1:[f34<7.99897385] yes=3,no=4,missing=3,gain=82.6682587,cover=6700"
## [794] "3:[f35<4.05088425] yes=7,no=8,missing=7,gain=46.2053986,cover=6682"
## [795] "7:[f22<0.0663660318] yes=11,no=12,missing=11,gain=49.7516937,cover=6639"
## [796] "11:[f37<0.251622111] yes=15,no=16,missing=15,gain=15.3453217,cover=60"
## [797] "15:leaf=-0.336154521,cover=11"
## [798] "16:[f8<1.69473958] yes=21,no=22,missing=21,gain=9.97955418,cover=49"
## [799] "21:leaf=0.0694618374,cover=10"
## [800] "22:leaf=-0.136308655,cover=39"
## [801] "12:[f34<0.0721718445] yes=17,no=18,missing=17,gain=72.2619629,cover=6579"
## [802] "17:leaf=0.512795091,cover=10"
## [803] "18:[f19<0.141020983] yes=23,no=24,missing=23,gain=44.9124146,cover=6569"
## [804] "23:leaf=-0.255184919,cover=19"
## [805] "24:[f28<6.08991337] yes=27,no=28,missing=27,gain=114.523483,cover=6550"
## [806] "27:[f18<0.0294624083] yes=31,no=32,missing=31,gain=96.2769012,cover=6531"
## [807] "31:leaf=0.586120605,cover=10"
## [808] "32:leaf=0.0262843128,cover=6521"
## [809] "28:leaf=0.480361432,cover=19"
## [810] "8:[f31<2.52106285] yes=13,no=14,missing=13,gain=124.21405,cover=43"
## [811] "13:leaf=-0.230088115,cover=14"
## [812] "14:[f8<3.11209154] yes=19,no=20,missing=19,gain=153.609955,cover=29"
## [813] "19:leaf=0.742986977,cover=19"
## [814] "20:leaf=-0.151435703,cover=10"
## [815] "4:leaf=0.423249245,cover=18"
## [816] "2:[f19<1.03657937] yes=5,no=6,missing=5,gain=248.270569,cover=46"
## [817] "5:[f16<0.454582244] yes=9,no=10,missing=9,gain=10.8239698,cover=31"
## [818] "9:leaf=0.131031483,cover=12"
## [819] "10:leaf=-0.0905601382,cover=19"
## [820] "6:leaf=0.913491607,cover=15"
## [821] "booster[9]"
## [822] "0:[f7<0.594252825] yes=1,no=2,missing=1,gain=63.3742676,cover=6785"
## [823] "1:[f13<1.15038145] yes=3,no=4,missing=3,gain=117.946632,cover=169"
## [824] "3:[f9<3.93107367] yes=7,no=8,missing=7,gain=81.4505005,cover=126"
## [825] "7:[f8<1.49988484] yes=15,no=16,missing=15,gain=81.0117035,cover=116"
## [826] "15:[f0<12.2522488] yes=27,no=28,missing=27,gain=67.0451889,cover=21"
## [827] "27:leaf=0.722305119,cover=11"
## [828] "28:leaf=0.0536893085,cover=10"
## [829] "16:[f15<2647.04858] yes=29,no=30,missing=29,gain=43.4148598,cover=95"
## [830] "29:[f9<2.89992023] yes=39,no=40,missing=39,gain=18.7793369,cover=62"
## [831] "39:[f21<0.0538046472] yes=55,no=56,missing=55,gain=8.0595932,cover=44"
## [832] "55:leaf=-0.283508003,cover=10"
## [833] "56:leaf=-0.0918505415,cover=34"
## [834] "40:leaf=0.0843295828,cover=18"
## [835] "30:[f16<0.613977551] yes=41,no=42,missing=41,gain=36.48032,cover=33"
## [836] "41:[f28<1.45213485] yes=57,no=58,missing=57,gain=19.5705719,cover=20"
## [837] "57:leaf=0.520820975,cover=10"
## [838] "58:leaf=0.136441082,cover=10"
## [839] "42:leaf=-0.0549627915,cover=13"
## [840] "8:leaf=-0.444379866,cover=10"
## [841] "4:[f34<2.28055429] yes=9,no=10,missing=9,gain=90.9879608,cover=43"
## [842] "9:leaf=0.752506495,cover=16"
## [843] "10:[f20<0.0141378688] yes=17,no=18,missing=17,gain=45.3809929,cover=27"
## [844] "17:leaf=0.462288469,cover=11"
## [845] "18:leaf=-0.0227236282,cover=16"
## [846] "2:[f38<0.5] yes=5,no=6,missing=5,gain=55.4377899,cover=6616"
## [847] "5:[f39<0.5] yes=11,no=12,missing=11,gain=57.1683006,cover=5523"
## [848] "11:[f22<2.09947729] yes=19,no=20,missing=19,gain=23.7649422,cover=4414"
## [849] "19:[f7<7.69887543] yes=31,no=32,missing=31,gain=13.478632,cover=4216"
## [850] "31:[f23<1.12736905] yes=43,no=44,missing=43,gain=13.2000971,cover=4204"
## [851] "43:[f28<0.520055056] yes=59,no=60,missing=59,gain=11.1207151,cover=3550"
## [852] "59:leaf=-0.175478369,cover=12"
## [853] "60:[f6<0.597886682] yes=77,no=78,missing=77,gain=16.3431435,cover=3538"
## [854] "77:leaf=0.179381356,cover=17"
## [855] "78:leaf=-0.0012204597,cover=3521"
## [856] "44:[f7<3.79956388] yes=61,no=62,missing=61,gain=51.455101,cover=654"
## [857] "61:[f24<0.911033988] yes=79,no=80,missing=79,gain=13.6460037,cover=644"
## [858] "79:leaf=0.0176551808,cover=634"
## [859] "80:leaf=0.230136663,cover=10"
## [860] "62:leaf=0.433752775,cover=10"
## [861] "32:leaf=0.196408629,cover=12"
## [862] "20:[f15<2134.5] yes=33,no=34,missing=33,gain=78.9028931,cover=198"
## [863] "33:[f17<0.892258763] yes=45,no=46,missing=45,gain=12.6983366,cover=188"
## [864] "45:leaf=-0.0901415274,cover=22"
## [865] "46:[f30<0.349009097] yes=65,no=66,missing=65,gain=10.213541,cover=166"
## [866] "65:[f26<0.295241803] yes=81,no=82,missing=81,gain=13.8019295,cover=79"
## [867] "81:leaf=0.189349204,cover=38"
## [868] "82:leaf=0.0313258879,cover=41"
## [869] "66:[f16<0.490840107] yes=83,no=84,missing=83,gain=7.17124367,cover=87"
## [870] "83:leaf=-0.0788957626,cover=21"
## [871] "84:leaf=0.0455598719,cover=66"
## [872] "34:leaf=0.563350916,cover=10"
## [873] "12:[f11<8185.22266] yes=21,no=22,missing=21,gain=62.3920746,cover=1109"
## [874] "21:leaf=0.404515386,cover=17"
## [875] "22:[f23<1.10765791] yes=35,no=36,missing=35,gain=28.4005737,cover=1092"
## [876] "35:[f15<3239.5] yes=47,no=48,missing=47,gain=27.5035934,cover=911"
## [877] "47:[f28<1.01610279] yes=67,no=68,missing=67,gain=25.7416611,cover=900"
## [878] "67:leaf=-0.23237291,cover=12"
## [879] "68:[f27<5.09343481] yes=85,no=86,missing=85,gain=33.1117249,cover=888"
## [880] "85:leaf=0.0314374529,cover=877"
## [881] "86:leaf=0.34778586,cover=11"
## [882] "48:leaf=0.320212662,cover=11"
## [883] "36:[f7<1.31809676] yes=49,no=50,missing=49,gain=49.7224808,cover=181"
## [884] "49:leaf=0.508172929,cover=10"
## [885] "50:[f7<2.48280168] yes=69,no=70,missing=69,gain=34.6498604,cover=171"
## [886] "69:[f19<1.52566171] yes=87,no=88,missing=87,gain=14.3159418,cover=112"
## [887] "87:leaf=0.00322283059,cover=98"
## [888] "88:leaf=0.201581195,cover=14"
## [889] "70:[f15<1580.5] yes=89,no=90,missing=89,gain=37.0548325,cover=59"
## [890] "89:leaf=0.134326354,cover=49"
## [891] "90:leaf=0.523688495,cover=10"
## [892] "6:[f0<14.1940346] yes=13,no=14,missing=13,gain=65.5285034,cover=1093"
## [893] "13:[f9<3.86403847] yes=23,no=24,missing=23,gain=35.5308075,cover=1066"
## [894] "23:[f27<4.91616392] yes=37,no=38,missing=37,gain=31.8395767,cover=1054"
## [895] "37:[f4<5.78563595] yes=51,no=52,missing=51,gain=31.2827415,cover=998"
## [896] "51:[f24<0.193065077] yes=71,no=72,missing=71,gain=29.8641739,cover=983"
## [897] "71:[f25<2.08627081] yes=91,no=92,missing=91,gain=13.3184919,cover=124"
## [898] "91:leaf=-0.0792093351,cover=97"
## [899] "92:leaf=0.0689697787,cover=27"
## [900] "72:[f24<0.209105492] yes=93,no=94,missing=93,gain=39.4849014,cover=859"
## [901] "93:leaf=0.315041393,cover=19"
## [902] "94:leaf=0.0460069105,cover=840"
## [903] "52:leaf=0.306518078,cover=15"
## [904] "38:[f17<2.31954765] yes=53,no=54,missing=53,gain=58.0166283,cover=56"
## [905] "53:leaf=0.470538676,cover=17"
## [906] "54:[f28<1.01309431] yes=73,no=74,missing=73,gain=13.0476627,cover=39"
## [907] "73:leaf=0.233699158,cover=10"
## [908] "74:[f0<12.2860975] yes=95,no=96,missing=95,gain=7.10497046,cover=29"
## [909] "95:leaf=0.0921375602,cover=13"
## [910] "96:leaf=-0.0897521898,cover=16"
## [911] "24:leaf=0.36686182,cover=12"
## [912] "14:[f6<4.80102015] yes=25,no=26,missing=25,gain=29.2477646,cover=27"
## [913] "25:leaf=0.544381499,cover=13"
## [914] "26:leaf=0.143620417,cover=14"
## [915] "booster[10]"
## [916] "0:[f34<7.98621655] yes=1,no=2,missing=1,gain=112.175354,cover=6805"
## [917] "1:[f28<0.39786917] yes=3,no=4,missing=3,gain=51.3258591,cover=6790"
## [918] "3:leaf=0.324621409,cover=19"
## [919] "4:[f3<0.319293678] yes=5,no=6,missing=5,gain=33.925293,cover=6771"
## [920] "5:[f30<2.0921731] yes=7,no=8,missing=7,gain=35.7863388,cover=2429"
## [921] "7:[f20<2.00664997] yes=11,no=12,missing=11,gain=27.3086262,cover=2364"
## [922] "11:[f32<4.71021366] yes=19,no=20,missing=19,gain=20.3719521,cover=2354"
## [923] "19:[f6<5.78812695] yes=29,no=30,missing=29,gain=19.6483994,cover=2132"
## [924] "29:[f17<0.349886954] yes=43,no=44,missing=43,gain=20.9113293,cover=2086"
## [925] "43:leaf=-0.068732813,cover=123"
## [926] "44:leaf=0.0113188867,cover=1963"
## [927] "30:leaf=-0.117037773,cover=46"
## [928] "20:[f8<3.04517508] yes=31,no=32,missing=31,gain=11.4088154,cover=222"
## [929] "31:[f3<0.0928218216] yes=47,no=48,missing=47,gain=5.69608498,cover=192"
## [930] "47:leaf=-0.0275648609,cover=66"
## [931] "48:leaf=-0.0965783447,cover=126"
## [932] "32:[f32<5.63218403] yes=49,no=50,missing=49,gain=6.99761772,cover=30"
## [933] "49:leaf=-0.0149830943,cover=20"
## [934] "50:leaf=0.17208381,cover=10"
## [935] "12:leaf=0.296734512,cover=10"
## [936] "8:[f12<0.530325353] yes=13,no=14,missing=13,gain=91.2979202,cover=65"
## [937] "13:[f31<3.03997374] yes=21,no=22,missing=21,gain=45.9115219,cover=47"
## [938] "21:[f35<3.69021082] yes=33,no=34,missing=33,gain=55.645462,cover=34"
## [939] "33:leaf=-0.0762201101,cover=21"
## [940] "34:leaf=0.407479435,cover=13"
## [941] "22:leaf=-0.290001422,cover=13"
## [942] "14:leaf=0.490405023,cover=18"
## [943] "6:[f3<0.336205959] yes=9,no=10,missing=9,gain=56.1722946,cover=4342"
## [944] "9:[f11<57474.6641] yes=15,no=16,missing=15,gain=295.879181,cover=55"
## [945] "15:leaf=1.09837806,cover=10"
## [946] "16:[f13<0.817831039] yes=23,no=24,missing=23,gain=8.13981724,cover=45"
## [947] "23:[f30<0.654632151] yes=35,no=36,missing=35,gain=5.24117661,cover=21"
## [948] "35:leaf=-0.00367712369,cover=11"
## [949] "36:leaf=0.180546939,cover=10"
## [950] "24:leaf=-0.0694110021,cover=24"
## [951] "10:[f36<0.458934993] yes=17,no=18,missing=17,gain=40.6508865,cover=4287"
## [952] "17:[f17<0.799671173] yes=25,no=26,missing=25,gain=35.5353165,cover=4267"
## [953] "25:[f17<0.654312849] yes=39,no=40,missing=39,gain=64.0362091,cover=502"
## [954] "39:[f35<0.108495235] yes=53,no=54,missing=53,gain=26.4159622,cover=349"
## [955] "53:leaf=-0.0211252756,cover=178"
## [956] "54:leaf=0.0826714188,cover=171"
## [957] "40:[f15<1168.89844] yes=55,no=56,missing=55,gain=230.953232,cover=153"
## [958] "55:leaf=1.01167274,cover=10"
## [959] "56:leaf=0.111253843,cover=143"
## [960] "26:[f30<2.52891874] yes=41,no=42,missing=41,gain=30.0174789,cover=3765"
## [961] "41:[f21<2.7103982] yes=57,no=58,missing=57,gain=24.3405266,cover=3744"
## [962] "57:leaf=0.0211223196,cover=3715"
## [963] "58:leaf=0.192147553,cover=29"
## [964] "42:[f13<0.514579415] yes=59,no=60,missing=59,gain=5.88629532,cover=21"
## [965] "59:leaf=-0.0818574131,cover=10"
## [966] "60:leaf=-0.28984645,cover=11"
## [967] "18:[f30<1.03809047] yes=27,no=28,missing=27,gain=31.5994186,cover=20"
## [968] "27:leaf=0.0434782058,cover=10"
## [969] "28:leaf=0.512593627,cover=10"
## [970] "2:leaf=0.523376048,cover=15"
## [971] "booster[11]"
## [972] "0:[f35<4.90867138] yes=1,no=2,missing=1,gain=85.7725143,cover=6743"
## [973] "1:[f6<0.0698862076] yes=3,no=4,missing=3,gain=78.2472687,cover=6732"
## [974] "3:leaf=0.464803368,cover=13"
## [975] "4:[f38<0.5] yes=5,no=6,missing=5,gain=71.6293182,cover=6719"
## [976] "5:[f18<0.0100570275] yes=7,no=8,missing=7,gain=47.7694168,cover=5545"
## [977] "7:[f5<2.57688999] yes=11,no=12,missing=11,gain=234.403625,cover=31"
## [978] "11:leaf=-0.176093981,cover=19"
## [979] "12:leaf=0.858484447,cover=12"
## [980] "8:[f37<0.171796471] yes=13,no=14,missing=13,gain=16.0956039,cover=5514"
## [981] "13:[f7<0.645552158] yes=17,no=18,missing=17,gain=31.2430305,cover=2046"
## [982] "17:[f24<0.398682445] yes=25,no=26,missing=25,gain=12.5876999,cover=20"
## [983] "25:leaf=-0.349111766,cover=10"
## [984] "26:leaf=-0.0501306206,cover=10"
## [985] "18:[f11<9511.23242] yes=27,no=28,missing=27,gain=25.028183,cover=2026"
## [986] "27:[f37<0.0907794535] yes=37,no=38,missing=37,gain=66.3870773,cover=35"
## [987] "37:leaf=-0.0363437533,cover=21"
## [988] "38:leaf=0.482817858,cover=14"
## [989] "28:[f15<795.865601] yes=39,no=40,missing=39,gain=26.3696213,cover=1991"
## [990] "39:leaf=-0.0433526225,cover=210"
## [991] "40:leaf=0.0273417607,cover=1781"
## [992] "14:[f10<0.0109933978] yes=19,no=20,missing=19,gain=29.4660549,cover=3468"
## [993] "19:leaf=0.308124751,cover=10"
## [994] "20:[f24<0.016685117] yes=29,no=30,missing=29,gain=11.5028811,cover=3458"
## [995] "29:[f26<2.54110432] yes=41,no=42,missing=41,gain=17.5936832,cover=49"
## [996] "41:leaf=0.17996864,cover=29"
## [997] "42:leaf=-0.0470160916,cover=20"
## [998] "30:[f36<0.508660972] yes=43,no=44,missing=43,gain=10.6333704,cover=3409"
## [999] "43:leaf=-0.003783016,cover=3396"
## [1000] "44:leaf=0.161319479,cover=13"
## [1001] "6:[f4<6.12212086] yes=9,no=10,missing=9,gain=92.7577362,cover=1174"
## [1002] "9:[f1<10.2523212] yes=15,no=16,missing=15,gain=59.7318954,cover=1164"
## [1003] "15:[f2<3.85080886] yes=21,no=22,missing=21,gain=127.69886,cover=39"
## [1004] "21:[f5<3.21948671] yes=31,no=32,missing=31,gain=47.8339691,cover=24"
## [1005] "31:leaf=0.846473515,cover=10"
## [1006] "32:leaf=0.285907209,cover=14"
## [1007] "22:leaf=-0.145756751,cover=15"
## [1008] "16:[f21<1.8031832] yes=23,no=24,missing=23,gain=44.7693481,cover=1125"
## [1009] "23:[f10<0.794074178] yes=33,no=34,missing=33,gain=43.8023071,cover=1001"
## [1010] "33:[f26<0.100241899] yes=45,no=46,missing=45,gain=76.5457916,cover=237"
## [1011] "45:leaf=0.544751167,cover=14"
## [1012] "46:leaf=0.102247588,cover=223"
## [1013] "34:[f5<5.65698624] yes=47,no=48,missing=47,gain=34.5531425,cover=764"
## [1014] "47:leaf=0.0316760056,cover=749"
## [1015] "48:leaf=0.312606663,cover=15"
## [1016] "24:[f11<50687.5] yes=35,no=36,missing=35,gain=17.1266041,cover=124"
## [1017] "35:[f6<5.32876444] yes=49,no=50,missing=49,gain=6.89931679,cover=107"
## [1018] "49:leaf=-0.0706159398,cover=96"
## [1019] "50:leaf=-0.224942073,cover=11"
## [1020] "36:leaf=0.111354887,cover=17"
## [1021] "10:leaf=0.606424749,cover=10"
## [1022] "2:leaf=0.524216771,cover=11"
## [1023] "booster[12]"
## [1024] "0:[f25<3.60934019] yes=1,no=2,missing=1,gain=57.2614517,cover=6819"
## [1025] "1:[f33<1.73577929] yes=3,no=4,missing=3,gain=62.8294182,cover=6806"
## [1026] "3:[f13<2.43804026] yes=5,no=6,missing=5,gain=57.1541557,cover=6771"
## [1027] "5:[f18<3.91189909] yes=9,no=10,missing=9,gain=50.1648521,cover=6761"
## [1028] "9:[f10<0.821615577] yes=13,no=14,missing=13,gain=42.3193436,cover=6734"
## [1029] "13:[f22<2.12132382] yes=17,no=18,missing=17,gain=54.8098907,cover=1650"
## [1030] "17:[f13<1.40802836] yes=21,no=22,missing=21,gain=42.7616005,cover=1585"
## [1031] "21:[f22<0.0812851787] yes=29,no=30,missing=29,gain=41.5583725,cover=1493"
## [1032] "29:leaf=-0.179654405,cover=34"
## [1033] "30:leaf=0.0288460515,cover=1459"
## [1034] "22:[f2<3.19465065] yes=31,no=32,missing=31,gain=93.4924469,cover=92"
## [1035] "31:leaf=0.0856019333,cover=82"
## [1036] "32:leaf=0.674259007,cover=10"
## [1037] "18:[f37<0.149785176] yes=23,no=24,missing=23,gain=71.8091583,cover=65"
## [1038] "23:[f2<3.5810709] yes=33,no=34,missing=33,gain=38.416687,cover=43"
## [1039] "33:leaf=-0.0389930457,cover=33"
## [1040] "34:leaf=0.368017018,cover=10"
## [1041] "24:[f37<0.261474252] yes=35,no=36,missing=35,gain=142.704315,cover=22"
## [1042] "35:leaf=0.969363332,cover=10"
## [1043] "36:leaf=0.0245454386,cover=12"
## [1044] "14:[f2<0.914097309] yes=19,no=20,missing=19,gain=26.8417244,cover=5084"
## [1045] "19:[f14<0.357416928] yes=25,no=26,missing=25,gain=29.8148594,cover=1163"
## [1046] "25:[f23<0.875083327] yes=37,no=38,missing=37,gain=64.7627716,cover=25"
## [1047] "37:leaf=-0.0643136874,cover=13"
## [1048] "38:leaf=0.528059125,cover=12"
## [1049] "26:[f37<0.0490024947] yes=39,no=40,missing=39,gain=22.8003235,cover=1138"
## [1050] "39:leaf=0.0776068866,cover=230"
## [1051] "40:leaf=0.0110674249,cover=908"
## [1052] "20:[f9<2.11290359] yes=27,no=28,missing=27,gain=15.8301649,cover=3921"
## [1053] "27:[f6<1.0239768] yes=41,no=42,missing=41,gain=10.4137669,cover=104"
## [1054] "41:leaf=-0.250696748,cover=10"
## [1055] "42:leaf=-0.0549070537,cover=94"
## [1056] "28:[f28<5.34794521] yes=43,no=44,missing=43,gain=51.5102577,cover=3817"
## [1057] "43:leaf=-0.00299967523,cover=3801"
## [1058] "44:leaf=0.326818824,cover=16"
## [1059] "10:[f5<0.932993174] yes=15,no=16,missing=15,gain=103.24321,cover=27"
## [1060] "15:leaf=0.717423439,cover=10"
## [1061] "16:leaf=-0.0245130137,cover=17"
## [1062] "6:leaf=0.444857419,cover=10"
## [1063] "4:[f2<0.474488169] yes=7,no=8,missing=7,gain=116.858696,cover=35"
## [1064] "7:leaf=0.778268993,cover=10"
## [1065] "8:[f13<0.78335166] yes=11,no=12,missing=11,gain=12.0867271,cover=25"
## [1066] "11:leaf=0.188628867,cover=10"
## [1067] "12:leaf=-0.0692008436,cover=15"
## [1068] "2:leaf=-0.367174,cover=13"
## [1069] "booster[13]"
## [1070] "0:[f9<5.04761457] yes=1,no=2,missing=1,gain=85.1510773,cover=6831"
## [1071] "1:[f33<1.81422973] yes=3,no=4,missing=3,gain=62.3615913,cover=6821"
## [1072] "3:[f1<10.8565025] yes=5,no=6,missing=5,gain=54.9453354,cover=6798"
## [1073] "5:[f27<2.57926702] yes=9,no=10,missing=9,gain=111.14212,cover=848"
## [1074] "9:[f32<1.07094622] yes=13,no=14,missing=13,gain=137.903275,cover=29"
## [1075] "13:leaf=0.101198792,cover=19"
## [1076] "14:leaf=0.948565125,cover=10"
## [1077] "10:[f18<1.6430428] yes=15,no=16,missing=15,gain=60.9050713,cover=819"
## [1078] "15:[f15<2646.54858] yes=21,no=22,missing=21,gain=48.3702698,cover=505"
## [1079] "21:[f10<0.266245186] yes=29,no=30,missing=29,gain=20.6908073,cover=494"
## [1080] "29:leaf=-0.231720254,cover=13"
## [1081] "30:[f33<0.866010904] yes=39,no=40,missing=39,gain=18.6733246,cover=481"
## [1082] "39:leaf=-0.0127071543,cover=421"
## [1083] "40:leaf=0.0991973355,cover=60"
## [1084] "22:leaf=0.378973901,cover=11"
## [1085] "16:[f37<0.192275673] yes=23,no=24,missing=23,gain=119.640038,cover=314"
## [1086] "23:[f32<3.60721493] yes=31,no=32,missing=31,gain=92.5358276,cover=103"
## [1087] "31:[f1<10.6347837] yes=41,no=42,missing=41,gain=37.1539993,cover=53"
## [1088] "41:leaf=-0.00289294892,cover=38"
## [1089] "42:leaf=0.340456665,cover=15"
## [1090] "32:[f30<0.572173297] yes=43,no=44,missing=43,gain=112.110168,cover=50"
## [1091] "43:leaf=0.175224051,cover=26"
## [1092] "44:leaf=0.744894922,cover=24"
## [1093] "24:[f30<2.17090654] yes=33,no=34,missing=33,gain=92.4800568,cover=211"
## [1094] "33:[f28<1.08229113] yes=45,no=46,missing=45,gain=11.446044,cover=201"
## [1095] "45:leaf=-0.121046402,cover=24"
## [1096] "46:leaf=0.0155628454,cover=177"
## [1097] "34:leaf=0.561691344,cover=10"
## [1098] "6:[f11<1707.93652] yes=11,no=12,missing=11,gain=33.4997101,cover=5950"
## [1099] "11:[f17<0.67445457] yes=17,no=18,missing=17,gain=14.5601788,cover=50"
## [1100] "17:leaf=-0.289784849,cover=16"
## [1101] "18:[f35<0.0876908749] yes=25,no=26,missing=25,gain=11.1747427,cover=34"
## [1102] "25:leaf=0.062610276,cover=13"
## [1103] "26:leaf=-0.154820859,cover=21"
## [1104] "12:[f5<7.57445145] yes=19,no=20,missing=19,gain=27.1195946,cover=5900"
## [1105] "19:[f36<0.493181527] yes=27,no=28,missing=27,gain=20.5094261,cover=5883"
## [1106] "27:[f8<2.58826494] yes=37,no=38,missing=37,gain=21.3463955,cover=5869"
## [1107] "37:[f10<0.32674396] yes=47,no=48,missing=47,gain=21.2091045,cover=4951"
## [1108] "47:leaf=0.140369549,cover=38"
## [1109] "48:leaf=0.000401265745,cover=4913"
## [1110] "38:[f9<3.25868607] yes=49,no=50,missing=49,gain=84.1571732,cover=918"
## [1111] "49:leaf=0.0216385927,cover=885"
## [1112] "50:leaf=0.3247796,cover=33"
## [1113] "28:leaf=0.227767691,cover=14"
## [1114] "20:leaf=0.239396811,cover=17"
## [1115] "4:[f31<1.76280785] yes=7,no=8,missing=7,gain=100.575874,cover=23"
## [1116] "7:leaf=0.674573004,cover=12"
## [1117] "8:leaf=-0.0946069434,cover=11"
## [1118] "2:leaf=-0.512563765,cover=10"
## [1119] "booster[14]"
## [1120] "0:[f34<7.99041748] yes=1,no=2,missing=1,gain=36.6338844,cover=6845"
## [1121] "1:[f24<1.21378231] yes=3,no=4,missing=3,gain=32.8224525,cover=6831"
## [1122] "3:[f8<0.275997341] yes=5,no=6,missing=5,gain=30.5081444,cover=6814"
## [1123] "5:leaf=-0.311376572,cover=10"
## [1124] "6:[f8<0.389080137] yes=7,no=8,missing=7,gain=41.1804085,cover=6804"
## [1125] "7:leaf=0.369219124,cover=10"
## [1126] "8:[f30<3.46914721] yes=9,no=10,missing=9,gain=29.0066185,cover=6794"
## [1127] "9:[f28<0.396314085] yes=11,no=12,missing=11,gain=39.685894,cover=6777"
## [1128] "11:leaf=0.333767354,cover=12"
## [1129] "12:[f38<0.5] yes=13,no=14,missing=13,gain=29.3465233,cover=6765"
## [1130] "13:[f9<4.29654026] yes=15,no=16,missing=15,gain=25.1708584,cover=5643"
## [1131] "15:leaf=-0.00331252394,cover=5616"
## [1132] "16:leaf=0.176381961,cover=27"
## [1133] "14:[f22<0.144338071] yes=17,no=18,missing=17,gain=33.6393509,cover=1122"
## [1134] "17:leaf=-0.190492839,cover=23"
## [1135] "18:leaf=0.0358476937,cover=1099"
## [1136] "10:leaf=-0.236544237,cover=17"
## [1137] "4:leaf=0.258843005,cover=17"
## [1138] "2:leaf=0.299662381,cover=14"
## [1139] "booster[15]"
## [1140] "0:[f22<3.55405426] yes=1,no=2,missing=1,gain=27.4839973,cover=6805"
## [1141] "1:[f22<2.81297231] yes=3,no=4,missing=3,gain=36.4039612,cover=6795"
## [1142] "3:[f1<8.09016609] yes=5,no=6,missing=5,gain=36.6596069,cover=6778"
## [1143] "5:[f37<0.229993105] yes=7,no=8,missing=7,gain=109.401436,cover=38"
## [1144] "7:[f0<18.1865501] yes=11,no=12,missing=11,gain=7.75593328,cover=20"
## [1145] "11:leaf=-0.22206533,cover=10"
## [1146] "12:leaf=0.00727674039,cover=10"
## [1147] "8:leaf=0.516425908,cover=18"
## [1148] "6:[f7<0.0236191303] yes=9,no=10,missing=9,gain=51.610199,cover=6740"
## [1149] "9:leaf=-0.321808815,cover=16"
## [1150] "10:[f37<0.176404193] yes=13,no=14,missing=13,gain=25.9052467,cover=6724"
## [1151] "13:[f6<1.31644177] yes=15,no=16,missing=15,gain=32.7314415,cover=2934"
## [1152] "15:[f10<0.345149606] yes=19,no=20,missing=19,gain=9.30492973,cover=161"
## [1153] "19:leaf=-0.215192124,cover=12"
## [1154] "20:[f30<1.93356895] yes=27,no=28,missing=27,gain=14.4594717,cover=149"
## [1155] "27:leaf=-0.0636474788,cover=139"
## [1156] "28:leaf=0.161947131,cover=10"
## [1157] "16:[f20<1.44561529] yes=21,no=22,missing=21,gain=41.6232834,cover=2773"
## [1158] "21:[f1<9.42648888] yes=29,no=30,missing=29,gain=37.6100998,cover=2708"
## [1159] "29:leaf=0.287635088,cover=18"
## [1160] "30:leaf=0.0206611399,cover=2690"
## [1161] "22:[f2<3.27411962] yes=31,no=32,missing=31,gain=56.8385315,cover=65"
## [1162] "31:leaf=0.450725019,cover=18"
## [1163] "32:leaf=0.061564412,cover=47"
## [1164] "14:[f30<1.63807583] yes=17,no=18,missing=17,gain=24.6929684,cover=3790"
## [1165] "17:[f5<7.55030823] yes=23,no=24,missing=23,gain=14.0553455,cover=3630"
## [1166] "23:[f25<2.17619085] yes=33,no=34,missing=33,gain=13.0254631,cover=3620"
## [1167] "33:leaf=-0.0111079542,cover=3043"
## [1168] "34:leaf=0.019850973,cover=577"
## [1169] "24:leaf=0.207863331,cover=10"
## [1170] "18:[f19<0.901350796] yes=25,no=26,missing=25,gain=77.9247055,cover=160"
## [1171] "25:[f6<1.6251936] yes=35,no=36,missing=35,gain=16.9461899,cover=107"
## [1172] "35:leaf=-0.113518663,cover=43"
## [1173] "36:leaf=0.0384797864,cover=64"
## [1174] "26:[f28<2.24883914] yes=37,no=38,missing=37,gain=129.338715,cover=53"
## [1175] "37:leaf=0.582419455,cover=23"
## [1176] "38:leaf=-0.00619111303,cover=30"
## [1177] "4:leaf=0.277464569,cover=17"
## [1178] "2:leaf=-0.290128052,cover=10"
## [1179] "booster[16]"
## [1180] "0:[f18<3.91189909] yes=1,no=2,missing=1,gain=49.6172981,cover=6863"
## [1181] "1:[f22<2.55851793] yes=3,no=4,missing=3,gain=47.8864098,cover=6834"
## [1182] "3:[f35<4.92476463] yes=7,no=8,missing=7,gain=46.9804077,cover=6777"
## [1183] "7:[f3<8.09251118] yes=11,no=12,missing=11,gain=35.4160194,cover=6767"
## [1184] "11:[f28<0.11868225] yes=15,no=16,missing=15,gain=31.3881798,cover=6757"
## [1185] "15:leaf=-0.287556797,cover=12"
## [1186] "16:[f36<0.00806796458] yes=19,no=20,missing=19,gain=21.0525169,cover=6745"
## [1187] "19:[f36<0.00467857439] yes=21,no=22,missing=21,gain=70.7420578,cover=3575"
## [1188] "21:[f35<2.58571148] yes=25,no=26,missing=25,gain=37.0963516,cover=3560"
## [1189] "25:leaf=0.0121195549,cover=3501"
## [1190] "26:leaf=0.162052676,cover=59"
## [1191] "22:leaf=0.413085669,cover=15"
## [1192] "20:[f10<0.108259171] yes=23,no=24,missing=23,gain=26.9940529,cover=3170"
## [1193] "23:leaf=0.278292656,cover=11"
## [1194] "24:[f6<0.657022953] yes=27,no=28,missing=27,gain=26.9737244,cover=3159"
## [1195] "27:leaf=0.256043673,cover=13"
## [1196] "28:leaf=-0.00695977267,cover=3146"
## [1197] "12:leaf=0.345433623,cover=10"
## [1198] "8:leaf=-0.384543061,cover=10"
## [1199] "4:[f30<0.127896324] yes=9,no=10,missing=9,gain=111.453476,cover=57"
## [1200] "9:leaf=0.58535862,cover=16"
## [1201] "10:[f35<0.482433736] yes=13,no=14,missing=13,gain=22.9038658,cover=41"
## [1202] "13:leaf=-0.0816686526,cover=29"
## [1203] "14:leaf=0.218774781,cover=12"
## [1204] "2:[f32<1.45635033] yes=5,no=6,missing=5,gain=68.0737305,cover=29"
## [1205] "5:leaf=0.625342488,cover=10"
## [1206] "6:leaf=0.0325312912,cover=19"
## [1207] "booster[17]"
## [1208] "0:[f34<8.07122421] yes=1,no=2,missing=1,gain=36.3696861,cover=6751"
## [1209] "1:[f22<1.65149009] yes=3,no=4,missing=3,gain=31.6609344,cover=6741"
## [1210] "3:[f35<5.05915356] yes=5,no=6,missing=5,gain=29.7591515,cover=5556"
## [1211] "5:[f26<0.00929540768] yes=9,no=10,missing=9,gain=20.6393566,cover=5545"
## [1212] "9:leaf=-0.13962701,cover=37"
## [1213] "10:[f4<6.33710194] yes=17,no=18,missing=17,gain=20.0757904,cover=5508"
## [1214] "17:[f27<4.72337723] yes=25,no=26,missing=25,gain=21.1076641,cover=5487"
## [1215] "25:[f33<1.90060568] yes=35,no=36,missing=35,gain=38.2535324,cover=4584"
## [1216] "35:[f25<0.992811382] yes=49,no=50,missing=49,gain=13.9056053,cover=4574"
## [1217] "49:leaf=0.0066655227,cover=1747"
## [1218] "50:leaf=-0.0147846155,cover=2827"
## [1219] "36:leaf=0.346387446,cover=10"
## [1220] "26:[f11<57284] yes=37,no=38,missing=37,gain=41.433075,cover=903"
## [1221] "37:[f11<23172.8906] yes=51,no=52,missing=51,gain=87.365799,cover=69"
## [1222] "51:leaf=-0.212136343,cover=16"
## [1223] "52:leaf=0.281416535,cover=53"
## [1224] "38:[f19<1.81466901] yes=53,no=54,missing=53,gain=29.1757812,cover=834"
## [1225] "53:leaf=0.0100222845,cover=824"
## [1226] "54:leaf=0.319989741,cover=10"
## [1227] "18:[f3<0.0166921895] yes=27,no=28,missing=27,gain=71.4370041,cover=21"
## [1228] "27:leaf=0.522684693,cover=10"
## [1229] "28:leaf=-0.148364097,cover=11"
## [1230] "6:leaf=-0.298815608,cover=11"
## [1231] "4:[f12<0.0828158557] yes=7,no=8,missing=7,gain=92.7867126,cover=1185"
## [1232] "7:[f2<2.7782383] yes=11,no=12,missing=11,gain=100.96508,cover=29"
## [1233] "11:leaf=0.785987616,cover=11"
## [1234] "12:leaf=0.0734015703,cover=18"
## [1235] "8:[f23<0.656481385] yes=13,no=14,missing=13,gain=31.9514408,cover=1156"
## [1236] "13:[f16<0.524076641] yes=19,no=20,missing=19,gain=10.5569344,cover=364"
## [1237] "19:[f28<2.44035983] yes=29,no=30,missing=29,gain=6.27421856,cover=98"
## [1238] "29:leaf=-0.0342453718,cover=58"
## [1239] "30:leaf=-0.131714284,cover=40"
## [1240] "20:[f30<0.099619478] yes=31,no=32,missing=31,gain=24.370985,cover=266"
## [1241] "31:leaf=0.240212947,cover=13"
## [1242] "32:[f31<1.83158123] yes=43,no=44,missing=43,gain=14.9576864,cover=253"
## [1243] "43:leaf=-0.0320263244,cover=226"
## [1244] "44:[f34<3.53900027] yes=61,no=62,missing=61,gain=14.7629604,cover=27"
## [1245] "61:leaf=-0.00416519539,cover=16"
## [1246] "62:leaf=0.272974372,cover=11"
## [1247] "14:[f11<12049] yes=21,no=22,missing=21,gain=53.4799385,cover=792"
## [1248] "21:leaf=0.387617946,cover=15"
## [1249] "22:[f16<0.176997334] yes=33,no=34,missing=33,gain=25.5352535,cover=777"
## [1250] "33:[f2<2.0365808] yes=45,no=46,missing=45,gain=8.28356266,cover=69"
## [1251] "45:[f25<0.943428874] yes=63,no=64,missing=63,gain=9.63296127,cover=59"
## [1252] "63:leaf=-0.0765732527,cover=49"
## [1253] "64:leaf=0.119327098,cover=10"
## [1254] "46:leaf=-0.221881703,cover=10"
## [1255] "34:[f14<1.0373013] yes=47,no=48,missing=47,gain=39.7058105,cover=708"
## [1256] "47:[f12<0.292642891] yes=65,no=66,missing=65,gain=51.6335754,cover=226"
## [1257] "65:leaf=0.383208424,cover=22"
## [1258] "66:leaf=0.0834316164,cover=204"
## [1259] "48:[f7<1.03419912] yes=67,no=68,missing=67,gain=49.6483269,cover=482"
## [1260] "67:leaf=0.415280133,cover=10"
## [1261] "68:leaf=0.00895636808,cover=472"
## [1262] "2:leaf=0.348610073,cover=10"
## [1263] "booster[18]"
## [1264] "0:[f1<6.6533165] yes=1,no=2,missing=1,gain=67.774147,cover=6905"
## [1265] "1:[f6<3.05099773] yes=3,no=4,missing=3,gain=38.7095947,cover=29"
## [1266] "3:leaf=-0.429119796,cover=19"
## [1267] "4:leaf=0.0241256338,cover=10"
## [1268] "2:[f22<2.79478812] yes=5,no=6,missing=5,gain=63.33321,cover=6876"
## [1269] "5:[f1<8.38047791] yes=7,no=8,missing=7,gain=36.4697342,cover=6858"
## [1270] "7:leaf=0.283148438,cover=16"
## [1271] "8:[f3<8.12286186] yes=9,no=10,missing=9,gain=30.3266659,cover=6842"
## [1272] "9:[f11<11955.1016] yes=11,no=12,missing=11,gain=46.5655746,cover=6832"
## [1273] "11:[f10<0.550641358] yes=13,no=14,missing=13,gain=49.2562828,cover=112"
## [1274] "13:[f23<0.849136591] yes=17,no=18,missing=17,gain=5.26902771,cover=23"
## [1275] "17:leaf=-0.215720072,cover=10"
## [1276] "18:leaf=-0.439921588,cover=13"
## [1277] "14:[f29<3.00005722] yes=19,no=20,missing=19,gain=59.1444435,cover=89"
## [1278] "19:leaf=0.294266939,cover=14"
## [1279] "20:[f27<4.34654808] yes=25,no=26,missing=25,gain=6.97803307,cover=75"
## [1280] "25:leaf=-0.142774925,cover=62"
## [1281] "26:leaf=0.00870998483,cover=13"
## [1282] "12:[f9<2.27520442] yes=15,no=16,missing=15,gain=32.0498161,cover=6720"
## [1283] "15:[f10<0.234568924] yes=21,no=22,missing=21,gain=14.5391045,cover=299"
## [1284] "21:[f20<0.0926152915] yes=27,no=28,missing=27,gain=5.29618263,cover=31"
## [1285] "27:leaf=-0.10682717,cover=20"
## [1286] "28:leaf=-0.275986999,cover=11"
## [1287] "22:[f11<171648.5] yes=29,no=30,missing=29,gain=15.5780706,cover=268"
## [1288] "29:leaf=-0.0476681627,cover=258"
## [1289] "30:leaf=0.182343274,cover=10"
## [1290] "16:[f34<7.78424883] yes=23,no=24,missing=23,gain=43.8898087,cover=6421"
## [1291] "23:[f18<0.0607252866] yes=31,no=32,missing=31,gain=38.2521248,cover=6411"
## [1292] "31:leaf=0.30154559,cover=15"
## [1293] "32:leaf=0.00885522459,cover=6396"
## [1294] "24:leaf=0.387555629,cover=10"
## [1295] "10:leaf=0.319556296,cover=10"
## [1296] "6:leaf=0.352230251,cover=18"
## [1297] "booster[19]"
## [1298] "0:[f9<5.04761457] yes=1,no=2,missing=1,gain=60.7409172,cover=6768"
## [1299] "1:[f6<6.3550601] yes=3,no=4,missing=3,gain=41.8807602,cover=6757"
## [1300] "3:[f38<0.5] yes=5,no=6,missing=5,gain=23.0632648,cover=6747"
## [1301] "5:[f39<0.5] yes=7,no=8,missing=7,gain=23.0038548,cover=5621"
## [1302] "7:[f9<4.65542984] yes=11,no=12,missing=11,gain=23.9174747,cover=4483"
## [1303] "11:[f25<0.0778909847] yes=17,no=18,missing=17,gain=16.6257324,cover=4473"
## [1304] "17:leaf=-0.241010502,cover=10"
## [1305] "18:[f17<0.0276201647] yes=25,no=26,missing=25,gain=36.3430252,cover=4463"
## [1306] "25:leaf=0.320287138,cover=11"
## [1307] "26:[f27<2.279387] yes=35,no=36,missing=35,gain=18.3402557,cover=4452"
## [1308] "35:leaf=-0.185438201,cover=20"
## [1309] "36:leaf=-0.00833325647,cover=4432"
## [1310] "12:leaf=0.270261854,cover=10"
## [1311] "8:[f36<0.329193234] yes=13,no=14,missing=13,gain=49.9977455,cover=1138"
## [1312] "13:[f15<30.9392586] yes=19,no=20,missing=19,gain=26.3678513,cover=1128"
## [1313] "19:leaf=-0.223047063,cover=15"
## [1314] "20:[f1<10.9779644] yes=27,no=28,missing=27,gain=22.162014,cover=1113"
## [1315] "27:[f3<2.56018138] yes=37,no=38,missing=37,gain=80.2052002,cover=132"
## [1316] "37:leaf=0.0336098671,cover=114"
## [1317] "38:leaf=0.453535825,cover=18"
## [1318] "28:[f23<0.193639189] yes=39,no=40,missing=39,gain=20.3067455,cover=981"
## [1319] "39:leaf=0.267032653,cover=10"
## [1320] "40:leaf=0.00869291555,cover=971"
## [1321] "14:leaf=0.423047215,cover=10"
## [1322] "6:[f31<0.215830207] yes=9,no=10,missing=9,gain=37.0147018,cover=1126"
## [1323] "9:leaf=0.37272343,cover=10"
## [1324] "10:[f30<0.277907878] yes=15,no=16,missing=15,gain=35.383049,cover=1116"
## [1325] "15:[f35<0.0192768425] yes=21,no=22,missing=21,gain=19.2423725,cover=176"
## [1326] "21:leaf=0.168743104,cover=12"
## [1327] "22:[f12<0.323599875] yes=29,no=30,missing=29,gain=10.8948574,cover=164"
## [1328] "29:[f7<2.25183821] yes=41,no=42,missing=41,gain=8.03507423,cover=20"
## [1329] "41:leaf=0.170111045,cover=10"
## [1330] "42:leaf=-0.0596622936,cover=10"
## [1331] "30:[f3<0.317657769] yes=43,no=44,missing=43,gain=7.96493149,cover=144"
## [1332] "43:leaf=-0.166402027,cover=35"
## [1333] "44:leaf=-0.0625553876,cover=109"
## [1334] "16:[f35<0.144012481] yes=23,no=24,missing=23,gain=30.5506401,cover=940"
## [1335] "23:[f35<0.118553638] yes=31,no=32,missing=31,gain=102.30719,cover=104"
## [1336] "31:[f16<1.19967484] yes=45,no=46,missing=45,gain=41.5373535,cover=82"
## [1337] "45:leaf=0.377754092,cover=10"
## [1338] "46:leaf=-0.0164920948,cover=72"
## [1339] "32:[f27<3.99771166] yes=47,no=48,missing=47,gain=72.4779358,cover=22"
## [1340] "47:leaf=0.124300539,cover=11"
## [1341] "48:leaf=0.80961895,cover=11"
## [1342] "24:[f27<4.64482069] yes=33,no=34,missing=33,gain=23.5229416,cover=836"
## [1343] "33:[f11<5446.55469] yes=49,no=50,missing=49,gain=14.4812584,cover=711"
## [1344] "49:leaf=0.219164133,cover=11"
## [1345] "50:leaf=0.00967808627,cover=700"
## [1346] "34:[f19<0.879678726] yes=51,no=52,missing=51,gain=137.890961,cover=125"
## [1347] "51:leaf=-0.0604641885,cover=75"
## [1348] "52:leaf=0.341803074,cover=50"
## [1349] "4:leaf=0.372054577,cover=10"
## [1350] "2:leaf=-0.422249705,cover=11"
## [1351] "booster[20]"
## [1352] "0:[f28<0.39786917] yes=1,no=2,missing=1,gain=50.3784332,cover=6727"
## [1353] "1:[f8<1.8630358] yes=3,no=4,missing=3,gain=90.5918961,cover=21"
## [1354] "3:leaf=-0.0861175135,cover=11"
## [1355] "4:leaf=0.674279273,cover=10"
## [1356] "2:[f1<9.32501411] yes=5,no=6,missing=5,gain=39.2129021,cover=6706"
## [1357] "5:[f12<0.509309649] yes=7,no=8,missing=7,gain=136.609802,cover=86"
## [1358] "7:[f31<0.134173378] yes=11,no=12,missing=11,gain=48.3631935,cover=55"
## [1359] "11:leaf=0.197201297,cover=18"
## [1360] "12:[f19<0.3793118] yes=17,no=18,missing=17,gain=40.2516174,cover=37"
## [1361] "17:leaf=-0.47754848,cover=10"
## [1362] "18:[f29<4.36647797] yes=23,no=24,missing=23,gain=10.0825434,cover=27"
## [1363] "23:leaf=0.0631434843,cover=14"
## [1364] "24:leaf=-0.160579383,cover=13"
## [1365] "8:[f37<0.0189338513] yes=13,no=14,missing=13,gain=140.830399,cover=31"
## [1366] "13:leaf=-0.135518104,cover=10"
## [1367] "14:[f14<1.11686814] yes=19,no=20,missing=19,gain=80.3471375,cover=21"
## [1368] "19:leaf=1.07620561,cover=10"
## [1369] "20:leaf=0.312017351,cover=11"
## [1370] "6:[f34<0.310392141] yes=9,no=10,missing=9,gain=45.1727257,cover=6620"
## [1371] "9:leaf=0.319229394,cover=15"
## [1372] "10:[f7<0.143709749] yes=15,no=16,missing=15,gain=31.0310688,cover=6605"
## [1373] "15:leaf=-0.253907889,cover=16"
## [1374] "16:[f37<0.0390277207] yes=21,no=22,missing=21,gain=25.9678421,cover=6589"
## [1375] "21:[f34<5.16908503] yes=25,no=26,missing=25,gain=45.7940712,cover=704"
## [1376] "25:[f29<3.9954989] yes=29,no=30,missing=29,gain=32.4248428,cover=613"
## [1377] "29:[f3<0.0234920941] yes=37,no=38,missing=37,gain=47.1948051,cover=108"
## [1378] "37:leaf=0.482776701,cover=10"
## [1379] "38:leaf=0.0685122758,cover=98"
## [1380] "30:[f22<0.746710002] yes=39,no=40,missing=39,gain=14.4158907,cover=505"
## [1381] "39:leaf=0.211327299,cover=10"
## [1382] "40:leaf=-0.00748629356,cover=495"
## [1383] "26:[f17<2.92511272] yes=31,no=32,missing=31,gain=79.6309891,cover=91"
## [1384] "31:[f29<6.69342279] yes=41,no=42,missing=41,gain=50.2880211,cover=81"
## [1385] "41:leaf=-0.0390064195,cover=45"
## [1386] "42:leaf=0.257775128,cover=36"
## [1387] "32:leaf=0.638556778,cover=10"
## [1388] "22:[f17<0.215504348] yes=27,no=28,missing=27,gain=17.7882423,cover=5885"
## [1389] "27:leaf=-0.118104771,cover=46"
## [1390] "28:[f15<306.304016] yes=35,no=36,missing=35,gain=20.0821819,cover=5839"
## [1391] "35:[f15<34.5248756] yes=45,no=46,missing=45,gain=60.2353363,cover=54"
## [1392] "45:leaf=0.0022419882,cover=42"
## [1393] "46:leaf=0.467983097,cover=12"
## [1394] "36:[f15<401.214722] yes=47,no=48,missing=47,gain=25.9019852,cover=5785"
## [1395] "47:leaf=-0.207156479,cover=21"
## [1396] "48:leaf=-0.00163028156,cover=5764"
## [1397] "booster[21]"
## [1398] "0:[f18<3.93696046] yes=1,no=2,missing=1,gain=40.0715904,cover=6797"
## [1399] "1:[f2<5.26213551] yes=3,no=4,missing=3,gain=37.6048203,cover=6772"
## [1400] "3:[f2<5.24846172] yes=7,no=8,missing=7,gain=76.3615494,cover=5255"
## [1401] "7:[f6<6.33433485] yes=11,no=12,missing=11,gain=41.7592773,cover=5245"
## [1402] "11:[f22<0.0226244815] yes=17,no=18,missing=17,gain=32.4862061,cover=5235"
## [1403] "17:[f5<0.434182107] yes=25,no=26,missing=25,gain=5.19639015,cover=28"
## [1404] "25:leaf=-0.296135515,cover=10"
## [1405] "26:leaf=-0.118213162,cover=18"
## [1406] "18:[f7<0.275626183] yes=27,no=28,missing=27,gain=65.4331512,cover=5207"
## [1407] "27:[f8<2.56081533] yes=35,no=36,missing=35,gain=61.2538376,cover=27"
## [1408] "35:leaf=0.59957093,cover=12"
## [1409] "36:leaf=0.0362953767,cover=15"
## [1410] "28:[f18<0.0544227585] yes=37,no=38,missing=37,gain=26.7348728,cover=5180"
## [1411] "37:leaf=0.303751409,cover=10"
## [1412] "38:[f6<0.65608716] yes=49,no=50,missing=49,gain=22.0393448,cover=5170"
## [1413] "49:leaf=0.254550368,cover=12"
## [1414] "50:leaf=0.00807214621,cover=5158"
## [1415] "12:leaf=0.378525048,cover=10"
## [1416] "8:leaf=0.509190559,cover=10"
## [1417] "4:[f7<0.764497757] yes=9,no=10,missing=9,gain=21.3179092,cover=1517"
## [1418] "9:[f20<0.60028553] yes=13,no=14,missing=13,gain=16.7783432,cover=90"
## [1419] "13:[f41<0.5] yes=19,no=20,missing=19,gain=13.2423897,cover=78"
## [1420] "19:[f43<0.5] yes=29,no=30,missing=29,gain=7.6456337,cover=66"
## [1421] "29:[f30<0.35257858] yes=39,no=40,missing=39,gain=9.55644989,cover=54"
## [1422] "39:leaf=-0.369119585,cover=10"
## [1423] "40:[f22<0.131246448] yes=51,no=52,missing=51,gain=5.28477859,cover=44"
## [1424] "51:leaf=-0.255558521,cover=14"
## [1425] "52:leaf=-0.10998296,cover=30"
## [1426] "30:leaf=-0.0355758891,cover=12"
## [1427] "20:leaf=0.0372806638,cover=12"
## [1428] "14:leaf=0.0913176388,cover=12"
## [1429] "10:[f31<3.10380745] yes=15,no=16,missing=15,gain=17.666626,cover=1427"
## [1430] "15:[f20<1.98104358] yes=21,no=22,missing=21,gain=13.5961475,cover=1354"
## [1431] "21:[f15<912.827515] yes=31,no=32,missing=31,gain=11.6805954,cover=1344"
## [1432] "31:[f9<3.1321497] yes=41,no=42,missing=41,gain=11.0086651,cover=87"
## [1433] "41:leaf=-0.148034677,cover=49"
## [1434] "42:[f33<0.541026711] yes=55,no=56,missing=55,gain=13.3366241,cover=38"
## [1435] "55:leaf=0.0914905742,cover=20"
## [1436] "56:leaf=-0.12714532,cover=18"
## [1437] "32:[f15<961.178589] yes=43,no=44,missing=43,gain=12.8118763,cover=1257"
## [1438] "43:leaf=0.184788004,cover=10"
## [1439] "44:[f0<14.1478004] yes=57,no=58,missing=57,gain=10.0747986,cover=1247"
## [1440] "57:leaf=-0.0179239362,cover=1226"
## [1441] "58:leaf=-0.147074252,cover=21"
## [1442] "22:leaf=0.188022494,cover=10"
## [1443] "16:[f7<1.53091979] yes=23,no=24,missing=23,gain=23.1821156,cover=73"
## [1444] "23:[f30<1.09280562] yes=33,no=34,missing=33,gain=6.34566498,cover=55"
## [1445] "33:leaf=-0.0448993668,cover=31"
## [1446] "34:[f31<3.71008945] yes=47,no=48,missing=47,gain=6.29209852,cover=24"
## [1447] "47:leaf=0.18925409,cover=10"
## [1448] "48:leaf=-0.00169543619,cover=14"
## [1449] "24:leaf=0.253507733,cover=18"
## [1450] "2:[f30<0.487084746] yes=5,no=6,missing=5,gain=58.9600563,cover=25"
## [1451] "5:leaf=-0.110990949,cover=10"
## [1452] "6:leaf=0.464968055,cover=15"
## [1453] "booster[22]"
## [1454] "0:[f18<4.02374887] yes=1,no=2,missing=1,gain=59.604538,cover=6751"
## [1455] "1:[f1<6.6533165] yes=3,no=4,missing=3,gain=34.3894539,cover=6740"
## [1456] "3:[f23<1.00904381] yes=5,no=6,missing=5,gain=24.7303276,cover=29"
## [1457] "5:leaf=-0.00543710403,cover=13"
## [1458] "6:leaf=-0.352249712,cover=16"
## [1459] "4:[f1<8.11457825] yes=7,no=8,missing=7,gain=55.0488014,cover=6711"
## [1460] "7:leaf=0.405273736,cover=11"
## [1461] "8:[f34<0.0551551282] yes=9,no=10,missing=9,gain=40.3922958,cover=6700"
## [1462] "9:leaf=0.346533239,cover=11"
## [1463] "10:[f23<2.43613958] yes=11,no=12,missing=11,gain=27.8814945,cover=6689"
## [1464] "11:[f3<6.08869171] yes=13,no=14,missing=13,gain=22.3627739,cover=6677"
## [1465] "13:[f7<1.12308943] yes=15,no=16,missing=15,gain=18.5027809,cover=6005"
## [1466] "15:[f23<0.423980892] yes=19,no=20,missing=19,gain=30.1743088,cover=603"
## [1467] "19:leaf=-0.0280881375,cover=220"
## [1468] "20:leaf=0.0596263967,cover=383"
## [1469] "16:[f30<2.14250708] yes=21,no=22,missing=21,gain=24.142664,cover=5402"
## [1470] "21:leaf=-0.00616641529,cover=5363"
## [1471] "22:leaf=-0.153591946,cover=39"
## [1472] "14:[f30<0.567569494] yes=17,no=18,missing=17,gain=27.9740906,cover=672"
## [1473] "17:[f7<1.27878785] yes=23,no=24,missing=23,gain=22.1049957,cover=545"
## [1474] "23:leaf=0.174498066,cover=28"
## [1475] "24:leaf=0.00486463401,cover=517"
## [1476] "18:[f2<0.269726574] yes=25,no=26,missing=25,gain=38.2530746,cover=127"
## [1477] "25:leaf=-0.00496993074,cover=56"
## [1478] "26:leaf=0.203277871,cover=71"
## [1479] "12:leaf=-0.277225196,cover=12"
## [1480] "2:leaf=0.421530128,cover=11"
## [1481] "booster[23]"
## [1482] "0:[f13<2.47148275] yes=1,no=2,missing=1,gain=56.8215446,cover=6685"
## [1483] "1:[f35<4.05088425] yes=3,no=4,missing=3,gain=38.2812042,cover=6675"
## [1484] "3:[f8<0.30460012] yes=5,no=6,missing=5,gain=24.9965153,cover=6634"
## [1485] "5:leaf=-0.226988435,cover=16"
## [1486] "6:[f28<0.244175613] yes=9,no=10,missing=9,gain=23.4312305,cover=6618"
## [1487] "9:leaf=0.278243095,cover=10"
## [1488] "10:[f21<3.27423429] yes=13,no=14,missing=13,gain=23.0663128,cover=6608"
## [1489] "13:[f14<0.208558455] yes=15,no=16,missing=15,gain=21.3765488,cover=6586"
## [1490] "15:[f5<3.53701735] yes=19,no=20,missing=19,gain=19.6158714,cover=70"
## [1491] "19:[f4<0.000703067577] yes=23,no=24,missing=23,gain=18.2972031,cover=34"
## [1492] "23:leaf=-0.393231452,cover=11"
## [1493] "24:leaf=-0.0987322852,cover=23"
## [1494] "20:[f26<0.0541092306] yes=25,no=26,missing=25,gain=19.8851643,cover=36"
## [1495] "25:leaf=0.210698947,cover=10"
## [1496] "26:leaf=-0.0908554718,cover=26"
## [1497] "16:[f34<7.94234705] yes=21,no=22,missing=21,gain=19.3626938,cover=6516"
## [1498] "21:[f34<5.54837132] yes=27,no=28,missing=27,gain=18.9298229,cover=6506"
## [1499] "27:leaf=0.00550379138,cover=5865"
## [1500] "28:leaf=-0.0286897048,cover=641"
## [1501] "22:leaf=0.253168702,cover=10"
## [1502] "14:[f33<0.225669757] yes=17,no=18,missing=17,gain=48.1527405,cover=22"
## [1503] "17:leaf=0.477184504,cover=10"
## [1504] "18:leaf=-0.0656939074,cover=12"
## [1505] "4:[f18<3.42071009] yes=7,no=8,missing=7,gain=57.5084724,cover=41"
## [1506] "7:[f8<2.8926363] yes=11,no=12,missing=11,gain=31.0159931,cover=25"
## [1507] "11:leaf=0.210830674,cover=12"
## [1508] "12:leaf=-0.194699034,cover=13"
## [1509] "8:leaf=0.451292336,cover=16"
## [1510] "2:leaf=0.433136344,cover=10"
## [1511] "booster[24]"
## [1512] "0:[f10<0.991318047] yes=1,no=2,missing=1,gain=27.2180996,cover=6804"
## [1513] "1:[f4<6.33710194] yes=3,no=4,missing=3,gain=80.3918457,cover=2602"
## [1514] "3:[f14<3.30969238] yes=7,no=8,missing=7,gain=33.8226929,cover=2586"
## [1515] "7:[f27<5.88107014] yes=11,no=12,missing=11,gain=28.8271351,cover=2575"
## [1516] "11:[f36<0.495629907] yes=15,no=16,missing=15,gain=28.1232681,cover=2564"
## [1517] "15:[f1<16.1276112] yes=19,no=20,missing=19,gain=22.0786972,cover=2550"
## [1518] "19:[f7<0.121639103] yes=23,no=24,missing=23,gain=31.917057,cover=2540"
## [1519] "23:[f1<6.48073578] yes=29,no=30,missing=29,gain=19.2991943,cover=21"
## [1520] "29:leaf=0.0591851659,cover=11"
## [1521] "30:leaf=0.419682652,cover=10"
## [1522] "24:[f24<0.825383663] yes=31,no=32,missing=31,gain=23.4573116,cover=2519"
## [1523] "31:leaf=0.0111666033,cover=2483"
## [1524] "32:leaf=0.162829354,cover=36"
## [1525] "20:leaf=-0.253069222,cover=10"
## [1526] "16:leaf=0.273887366,cover=14"
## [1527] "12:leaf=0.30949989,cover=11"
## [1528] "8:leaf=-0.301033109,cover=11"
## [1529] "4:leaf=0.428150624,cover=16"
## [1530] "2:[f0<16.0620728] yes=5,no=6,missing=5,gain=31.724081,cover=4202"
## [1531] "5:[f1<8.64595222] yes=9,no=10,missing=9,gain=35.8958778,cover=4192"
## [1532] "9:leaf=0.335675061,cover=10"
## [1533] "10:[f13<2.20507908] yes=13,no=14,missing=13,gain=22.0286446,cover=4182"
## [1534] "13:[f6<6.3550601] yes=17,no=18,missing=17,gain=20.4649906,cover=4172"
## [1535] "17:[f6<1.86684906] yes=21,no=22,missing=21,gain=16.8971157,cover=4162"
## [1536] "21:[f1<10.4096985] yes=25,no=26,missing=25,gain=8.85351562,cover=862"
## [1537] "25:leaf=-0.124518946,cover=33"
## [1538] "26:[f15<1423.5] yes=35,no=36,missing=35,gain=8.28286552,cover=829"
## [1539] "35:leaf=-0.0527162477,cover=275"
## [1540] "36:leaf=-0.0125957616,cover=554"
## [1541] "22:[f20<1.88753581] yes=27,no=28,missing=27,gain=34.602787,cover=3300"
## [1542] "27:[f6<1.89546883] yes=37,no=38,missing=37,gain=20.81991,cover=3290"
## [1543] "37:leaf=0.177968845,cover=22"
## [1544] "38:leaf=-0.00253314013,cover=3268"
## [1545] "28:leaf=0.334594607,cover=10"
## [1546] "18:leaf=-0.26452744,cover=10"
## [1547] "14:leaf=0.260899276,cover=10"
## [1548] "6:leaf=-0.326879829,cover=10"
## [1549] "booster[25]"
## [1550] "0:[f35<2.84004068] yes=1,no=2,missing=1,gain=44.71661,cover=6790"
## [1551] "1:[f33<1.77180707] yes=3,no=4,missing=3,gain=22.83671,cover=6602"
## [1552] "3:[f6<5.90096903] yes=7,no=8,missing=7,gain=24.9214363,cover=6572"
## [1553] "7:[f22<2.03352284] yes=15,no=16,missing=15,gain=23.4165802,cover=6515"
## [1554] "15:[f19<0.682990909] yes=25,no=26,missing=25,gain=24.7208824,cover=6189"
## [1555] "25:[f34<7.65773201] yes=35,no=36,missing=35,gain=20.7948971,cover=1180"
## [1556] "35:[f25<0.30965668] yes=49,no=50,missing=49,gain=14.4861813,cover=1170"
## [1557] "49:leaf=-0.0906990767,cover=119"
## [1558] "50:[f22<0.479219556] yes=65,no=66,missing=65,gain=13.0264664,cover=1051"
## [1559] "65:leaf=-0.0828901827,cover=109"
## [1560] "66:leaf=-0.0141088702,cover=942"
## [1561] "36:leaf=0.23282972,cover=10"
## [1562] "26:[f14<0.564910173] yes=37,no=38,missing=37,gain=47.0663643,cover=5009"
## [1563] "37:[f20<0.466739863] yes=51,no=52,missing=51,gain=113.575401,cover=207"
## [1564] "51:[f14<0.550194502] yes=67,no=68,missing=67,gain=78.2647247,cover=197"
## [1565] "67:leaf=0.0225365609,cover=181"
## [1566] "68:leaf=0.446963102,cover=16"
## [1567] "52:leaf=0.683866739,cover=10"
## [1568] "38:[f36<0.513687134] yes=53,no=54,missing=53,gain=19.7952633,cover=4802"
## [1569] "53:[f17<0.488721967] yes=69,no=70,missing=69,gain=14.6560364,cover=4792"
## [1570] "69:leaf=-0.038531445,cover=328"
## [1571] "70:leaf=0.00281442795,cover=4464"
## [1572] "54:leaf=0.253878772,cover=10"
## [1573] "16:[f15<2153] yes=27,no=28,missing=27,gain=64.0096741,cover=326"
## [1574] "27:[f37<0.0483991243] yes=39,no=40,missing=39,gain=24.7083988,cover=316"
## [1575] "39:[f10<1.82222784] yes=55,no=56,missing=55,gain=60.5811043,cover=71"
## [1576] "55:[f25<0.450160921] yes=71,no=72,missing=71,gain=23.5977154,cover=56"
## [1577] "71:leaf=-0.122163072,cover=20"
## [1578] "72:leaf=0.128968209,cover=36"
## [1579] "56:leaf=0.456670135,cover=15"
## [1580] "40:[f16<0.524076641] yes=57,no=58,missing=57,gain=13.0432606,cover=245"
## [1581] "57:[f34<3.19913769] yes=73,no=74,missing=73,gain=5.56730175,cover=49"
## [1582] "73:leaf=-0.172400832,cover=15"
## [1583] "74:leaf=-0.0356715322,cover=34"
## [1584] "58:[f4<0.0948092639] yes=75,no=76,missing=75,gain=16.7968864,cover=196"
## [1585] "75:leaf=0.148857206,cover=33"
## [1586] "76:leaf=0.00275697419,cover=163"
## [1587] "28:leaf=0.498911798,cover=10"
## [1588] "8:[f6<6.39766026] yes=17,no=18,missing=17,gain=4.96941376,cover=57"
## [1589] "17:leaf=-0.0938598514,cover=47"
## [1590] "18:leaf=-0.24054575,cover=10"
## [1591] "4:[f34<2.96882367] yes=9,no=10,missing=9,gain=127.572334,cover=30"
## [1592] "9:leaf=-0.11632432,cover=20"
## [1593] "10:leaf=0.680658698,cover=10"
## [1594] "2:[f8<1.6053071] yes=5,no=6,missing=5,gain=59.3847618,cover=188"
## [1595] "5:[f12<0.406428695] yes=11,no=12,missing=11,gain=57.5346909,cover=23"
## [1596] "11:leaf=0.0729514211,cover=12"
## [1597] "12:leaf=0.665277898,cover=11"
## [1598] "6:[f12<0.250061452] yes=13,no=14,missing=13,gain=42.8851128,cover=165"
## [1599] "13:[f25<2.69368935] yes=21,no=22,missing=21,gain=9.19688797,cover=36"
## [1600] "21:leaf=-0.0626265854,cover=26"
## [1601] "22:leaf=-0.272524714,cover=10"
## [1602] "14:[f10<0.386729985] yes=23,no=24,missing=23,gain=59.0734215,cover=129"
## [1603] "23:leaf=0.457324922,cover=14"
## [1604] "24:[f4<1.49686003] yes=33,no=34,missing=33,gain=25.5227623,cover=115"
## [1605] "33:[f27<5.22212982] yes=45,no=46,missing=45,gain=11.078023,cover=64"
## [1606] "45:[f6<1.90550125] yes=59,no=60,missing=59,gain=8.49912167,cover=51"
## [1607] "59:[f23<0.318020642] yes=77,no=78,missing=77,gain=7.69364977,cover=38"
## [1608] "77:leaf=0.182336837,cover=12"
## [1609] "78:leaf=0.00405096775,cover=26"
## [1610] "60:leaf=-0.108228505,cover=13"
## [1611] "46:leaf=-0.171026334,cover=13"
## [1612] "34:[f6<2.05085802] yes=47,no=48,missing=47,gain=47.7084656,cover=51"
## [1613] "47:leaf=0.506009936,cover=10"
## [1614] "48:[f2<4.16940689] yes=61,no=62,missing=61,gain=13.1526337,cover=41"
## [1615] "61:[f35<3.67772055] yes=79,no=80,missing=79,gain=9.79728222,cover=26"
## [1616] "79:leaf=0.0355987847,cover=15"
## [1617] "80:leaf=0.267596781,cover=11"
## [1618] "62:leaf=-0.077110216,cover=15"
## [1619] "booster[26]"
## [1620] "0:[f27<5.88646793] yes=1,no=2,missing=1,gain=37.8025208,cover=6779"
## [1621] "1:[f35<4.99819565] yes=3,no=4,missing=3,gain=46.0829201,cover=6768"
## [1622] "3:[f22<2.83751845] yes=5,no=6,missing=5,gain=28.8046589,cover=6758"
## [1623] "5:[f2<0.0521842092] yes=7,no=8,missing=7,gain=20.615303,cover=6732"
## [1624] "7:[f11<50300] yes=11,no=12,missing=11,gain=59.8051376,cover=79"
## [1625] "11:leaf=0.465841055,cover=12"
## [1626] "12:leaf=0.0223678928,cover=67"
## [1627] "8:[f10<0.116694406] yes=13,no=14,missing=13,gain=21.474102,cover=6653"
## [1628] "13:[f41<0.5] yes=17,no=18,missing=17,gain=13.5331707,cover=53"
## [1629] "17:[f36<0.0165422838] yes=23,no=24,missing=23,gain=16.3654213,cover=41"
## [1630] "23:[f33<0.0879895464] yes=31,no=32,missing=31,gain=5.62016296,cover=26"
## [1631] "31:leaf=-0.32838279,cover=16"
## [1632] "32:leaf=-0.128924444,cover=10"
## [1633] "24:leaf=-0.0121524036,cover=15"
## [1634] "18:leaf=0.0526542105,cover=12"
## [1635] "14:[f8<1.96640205] yes=19,no=20,missing=19,gain=15.0590944,cover=6600"
## [1636] "19:[f7<0.577234626] yes=25,no=26,missing=25,gain=39.4700394,cover=3206"
## [1637] "25:[f10<2.79303026] yes=33,no=34,missing=33,gain=106.904068,cover=24"
## [1638] "33:leaf=0.668303072,cover=10"
## [1639] "34:leaf=-0.112623878,cover=14"
## [1640] "26:[f4<1.43482685] yes=35,no=36,missing=35,gain=16.101059,cover=3182"
## [1641] "35:leaf=-0.00198886241,cover=2047"
## [1642] "36:leaf=-0.0300559644,cover=1135"
## [1643] "20:[f4<6.4560914] yes=27,no=28,missing=27,gain=81.9843979,cover=3394"
## [1644] "27:[f21<2.67295837] yes=37,no=38,missing=37,gain=21.8620644,cover=3382"
## [1645] "37:leaf=0.00747736404,cover=3355"
## [1646] "38:leaf=-0.160273448,cover=27"
## [1647] "28:leaf=0.481771231,cover=12"
## [1648] "6:[f29<13.0335598] yes=9,no=10,missing=9,gain=8.09149361,cover=26"
## [1649] "9:leaf=-0.102487832,cover=16"
## [1650] "10:leaf=-0.323550552,cover=10"
## [1651] "4:leaf=-0.388735116,cover=10"
## [1652] "2:leaf=0.333747268,cover=11"
## [1653] "booster[27]"
## [1654] "0:[f12<2.78660011] yes=1,no=2,missing=1,gain=33.6488609,cover=6727"
## [1655] "1:[f3<0.318374634] yes=3,no=4,missing=3,gain=27.1185493,cover=6717"
## [1656] "3:[f27<5.77422428] yes=5,no=6,missing=5,gain=43.1375275,cover=2374"
## [1657] "5:[f30<2.10449386] yes=9,no=10,missing=9,gain=28.1892815,cover=2358"
## [1658] "9:[f20<0.118377611] yes=15,no=16,missing=15,gain=17.4863205,cover=2298"
## [1659] "15:[f24<0.609543264] yes=25,no=26,missing=25,gain=16.4434566,cover=417"
## [1660] "25:[f32<2.4855938] yes=37,no=38,missing=37,gain=14.4168701,cover=404"
## [1661] "37:[f11<153163.5] yes=55,no=56,missing=55,gain=11.6213369,cover=126"
## [1662] "55:leaf=-0.0372994207,cover=92"
## [1663] "56:leaf=0.0905044526,cover=34"
## [1664] "38:[f14<0.790931463] yes=57,no=58,missing=57,gain=8.19791031,cover=278"
## [1665] "57:leaf=-0.155909747,cover=42"
## [1666] "58:leaf=-0.0652287304,cover=236"
## [1667] "26:leaf=0.153348505,cover=13"
## [1668] "16:[f8<3.56966209] yes=27,no=28,missing=27,gain=18.1864185,cover=1881"
## [1669] "27:[f28<3.44330645] yes=39,no=40,missing=39,gain=17.7153797,cover=1860"
## [1670] "39:[f30<0.754949808] yes=59,no=60,missing=59,gain=11.350812,cover=1813"
## [1671] "59:leaf=-0.0217766669,cover=1183"
## [1672] "60:leaf=0.00962176733,cover=630"
## [1673] "40:[f21<1.26205707] yes=61,no=62,missing=61,gain=12.1796122,cover=47"
## [1674] "61:leaf=0.0520047098,cover=37"
## [1675] "62:leaf=0.280713111,cover=10"
## [1676] "28:[f36<0.120787963] yes=41,no=42,missing=41,gain=33.2361107,cover=21"
## [1677] "41:leaf=-0.0620997064,cover=11"
## [1678] "42:leaf=0.397814184,cover=10"
## [1679] "10:[f0<10.3538513] yes=17,no=18,missing=17,gain=75.984169,cover=60"
## [1680] "17:leaf=0.566464186,cover=10"
## [1681] "18:[f1<11.5005169] yes=29,no=30,missing=29,gain=27.5148029,cover=50"
## [1682] "29:leaf=0.190913618,cover=19"
## [1683] "30:leaf=-0.0917976052,cover=31"
## [1684] "6:leaf=-0.312519431,cover=16"
## [1685] "4:[f11<3871.81567] yes=7,no=8,missing=7,gain=52.5657234,cover=4343"
## [1686] "7:[f11<220.892883] yes=11,no=12,missing=11,gain=90.5578613,cover=72"
## [1687] "11:[f40<0.5] yes=19,no=20,missing=19,gain=51.4706383,cover=60"
## [1688] "19:[f16<1.15706682] yes=31,no=32,missing=31,gain=75.2488327,cover=50"
## [1689] "31:[f8<2.23809099] yes=45,no=46,missing=45,gain=17.969429,cover=34"
## [1690] "45:leaf=0.167306915,cover=12"
## [1691] "46:leaf=-0.110794865,cover=22"
## [1692] "32:leaf=0.476172358,cover=16"
## [1693] "20:leaf=-0.30012545,cover=10"
## [1694] "12:leaf=0.624502242,cover=12"
## [1695] "8:[f3<0.329533219] yes=13,no=14,missing=13,gain=33.8128014,cover=4271"
## [1696] "13:[f24<0.326564014] yes=21,no=22,missing=21,gain=47.6232262,cover=23"
## [1697] "21:leaf=0.523259878,cover=10"
## [1698] "22:leaf=-0.0104348231,cover=13"
## [1699] "14:[f14<0.962858796] yes=23,no=24,missing=23,gain=19.8508759,cover=4248"
## [1700] "23:[f11<63673] yes=33,no=34,missing=33,gain=51.0922813,cover=1388"
## [1701] "33:[f28<1.94716358] yes=47,no=48,missing=47,gain=46.0293159,cover=1347"
## [1702] "47:[f11<30276.1133] yes=67,no=68,missing=67,gain=98.5598297,cover=90"
## [1703] "67:leaf=0.53380233,cover=18"
## [1704] "68:leaf=0.0488835722,cover=72"
## [1705] "48:[f36<0.228888541] yes=69,no=70,missing=69,gain=41.4105453,cover=1257"
## [1706] "69:leaf=0.00764082931,cover=1243"
## [1707] "70:leaf=0.323661298,cover=14"
## [1708] "34:[f5<3.05990553] yes=49,no=50,missing=49,gain=52.151516,cover=41"
## [1709] "49:[f33<0.303384036] yes=71,no=72,missing=71,gain=14.6862831,cover=26"
## [1710] "71:leaf=0.209994212,cover=12"
## [1711] "72:leaf=-0.0655954927,cover=14"
## [1712] "50:leaf=0.501464069,cover=15"
## [1713] "24:[f32<5.09466648] yes=35,no=36,missing=35,gain=27.8554783,cover=2860"
## [1714] "35:[f15<3484] yes=51,no=52,missing=51,gain=19.6083202,cover=2732"
## [1715] "51:[f31<4.09803486] yes=73,no=74,missing=73,gain=15.7563534,cover=2697"
## [1716] "73:leaf=-0.00754133938,cover=2675"
## [1717] "74:leaf=0.149610952,cover=22"
## [1718] "52:[f31<2.09938622] yes=75,no=76,missing=75,gain=38.7926559,cover=35"
## [1719] "75:leaf=0.411790103,cover=11"
## [1720] "76:leaf=-0.00433868915,cover=24"
## [1721] "36:[f2<5.0958252] yes=53,no=54,missing=53,gain=125.883789,cover=128"
## [1722] "53:[f1<11.6592569] yes=77,no=78,missing=77,gain=42.9882317,cover=109"
## [1723] "77:leaf=0.175262511,cover=35"
## [1724] "78:leaf=-0.0760662556,cover=74"
## [1725] "54:leaf=0.521530092,cover=19"
## [1726] "2:leaf=0.334734023,cover=10"
## [1727] "booster[28]"
## [1728] "0:[f35<5.48541069] yes=1,no=2,missing=1,gain=35.1380577,cover=6820"
## [1729] "1:[f15<548.761963] yes=3,no=4,missing=3,gain=33.764637,cover=6809"
## [1730] "3:[f0<12.2352009] yes=5,no=6,missing=5,gain=20.7935562,cover=346"
## [1731] "5:[f1<10.738327] yes=9,no=10,missing=9,gain=51.8156738,cover=265"
## [1732] "9:leaf=0.368944556,cover=10"
## [1733] "10:[f5<4.95816231] yes=17,no=18,missing=17,gain=15.7508583,cover=255"
## [1734] "17:[f26<1.44504619] yes=27,no=28,missing=27,gain=13.7265186,cover=216"
## [1735] "27:[f10<0.61003828] yes=43,no=44,missing=43,gain=8.41837311,cover=198"
## [1736] "43:leaf=-0.246811643,cover=10"
## [1737] "44:[f27<4.04024506] yes=57,no=58,missing=57,gain=7.42876816,cover=188"
## [1738] "57:leaf=-0.092860885,cover=152"
## [1739] "58:leaf=0.00252027973,cover=36"
## [1740] "28:leaf=0.0844535232,cover=18"
## [1741] "18:[f23<0.885431528] yes=29,no=30,missing=29,gain=24.1556377,cover=39"
## [1742] "29:leaf=-0.0585312918,cover=24"
## [1743] "30:leaf=0.239535749,cover=15"
## [1744] "6:[f5<1.51084375] yes=11,no=12,missing=11,gain=33.452034,cover=81"
## [1745] "11:[f14<1.546826] yes=19,no=20,missing=19,gain=10.0683212,cover=36"
## [1746] "19:leaf=0.108695835,cover=15"
## [1747] "20:leaf=-0.0884105861,cover=21"
## [1748] "12:[f20<1.17617893] yes=21,no=22,missing=21,gain=33.1610489,cover=45"
## [1749] "21:[f23<0.746235251] yes=33,no=34,missing=33,gain=35.8685379,cover=35"
## [1750] "33:leaf=0.139143348,cover=10"
## [1751] "34:leaf=-0.271740586,cover=25"
## [1752] "22:leaf=-0.538284004,cover=10"
## [1753] "4:[f27<2.56303525] yes=7,no=8,missing=7,gain=22.0652142,cover=6463"
## [1754] "7:[f27<2.43280053] yes=13,no=14,missing=13,gain=36.9217339,cover=32"
## [1755] "13:leaf=-0.0151045974,cover=19"
## [1756] "14:leaf=0.388751119,cover=13"
## [1757] "8:[f30<0.0278021581] yes=15,no=16,missing=15,gain=17.8510933,cover=6431"
## [1758] "15:[f5<3.8831172] yes=23,no=24,missing=23,gain=38.0059624,cover=102"
## [1759] "23:[f11<75833.5] yes=35,no=36,missing=35,gain=7.32826281,cover=78"
## [1760] "35:[f16<0.386989057] yes=49,no=50,missing=49,gain=9.65780449,cover=42"
## [1761] "49:leaf=-0.0725577921,cover=12"
## [1762] "50:leaf=0.122788593,cover=30"
## [1763] "36:leaf=-0.0482153408,cover=36"
## [1764] "24:[f11<38368.5] yes=37,no=38,missing=37,gain=33.1766167,cover=24"
## [1765] "37:leaf=0.528161287,cover=10"
## [1766] "38:leaf=0.08220952,cover=14"
## [1767] "16:[f0<14.9041262] yes=25,no=26,missing=25,gain=16.5071411,cover=6329"
## [1768] "25:[f1<9.14509869] yes=39,no=40,missing=39,gain=21.556324,cover=6266"
## [1769] "39:leaf=0.219646767,cover=15"
## [1770] "40:[f15<1141.5] yes=53,no=54,missing=53,gain=17.9480762,cover=6251"
## [1771] "53:[f21<1.8114357] yes=63,no=64,missing=63,gain=43.3925781,cover=662"
## [1772] "63:leaf=0.0577655099,cover=492"
## [1773] "64:leaf=-0.0527884066,cover=170"
## [1774] "54:[f16<0.28245008] yes=65,no=66,missing=65,gain=28.1837044,cover=5589"
## [1775] "65:leaf=-0.0419150293,cover=609"
## [1776] "66:leaf=0.00113831251,cover=4980"
## [1777] "26:[f10<0.368103772] yes=41,no=42,missing=41,gain=19.4035263,cover=63"
## [1778] "41:leaf=0.13581638,cover=10"
## [1779] "42:[f35<0.429892778] yes=55,no=56,missing=55,gain=6.98637199,cover=53"
## [1780] "55:leaf=-0.264671445,cover=12"
## [1781] "56:[f12<0.284552246] yes=67,no=68,missing=67,gain=6.34408569,cover=41"
## [1782] "67:leaf=-0.00591279892,cover=16"
## [1783] "68:leaf=-0.157597229,cover=25"
## [1784] "2:leaf=-0.32529965,cover=11"
## [1785] "booster[29]"
## [1786] "0:[f4<6.33710194] yes=1,no=2,missing=1,gain=27.2125854,cover=6762"
## [1787] "1:[f16<3.16587067] yes=3,no=4,missing=3,gain=21.4652939,cover=6721"
## [1788] "3:[f15<878] yes=7,no=8,missing=7,gain=24.9723148,cover=6693"
## [1789] "7:[f37<0.0919622034] yes=13,no=14,missing=13,gain=18.4107018,cover=623"
## [1790] "13:[f22<0.932788253] yes=17,no=18,missing=17,gain=17.5360069,cover=297"
## [1791] "17:[f28<2.70669818] yes=25,no=26,missing=25,gain=7.95138168,cover=32"
## [1792] "25:leaf=-0.334760189,cover=10"
## [1793] "26:leaf=-0.126447305,cover=22"
## [1794] "18:[f27<3.11127853] yes=27,no=28,missing=27,gain=16.0373993,cover=265"
## [1795] "27:[f23<0.890424132] yes=43,no=44,missing=43,gain=18.6279125,cover=67"
## [1796] "43:[f33<0.0680816472] yes=63,no=64,missing=63,gain=5.65063095,cover=44"
## [1797] "63:leaf=-0.131535783,cover=16"
## [1798] "64:leaf=0.00642605638,cover=28"
## [1799] "44:[f30<0.346291065] yes=65,no=66,missing=65,gain=27.1618576,cover=23"
## [1800] "65:leaf=-0.0225234218,cover=13"
## [1801] "66:leaf=0.379503787,cover=10"
## [1802] "28:[f11<11856.2656] yes=45,no=46,missing=45,gain=12.9822044,cover=198"
## [1803] "45:leaf=-0.184892654,cover=34"
## [1804] "46:[f9<2.9989171] yes=69,no=70,missing=69,gain=10.5905256,cover=164"
## [1805] "69:leaf=0.0161289815,cover=49"
## [1806] "70:leaf=-0.0884017646,cover=115"
## [1807] "14:[f28<4.42383099] yes=19,no=20,missing=19,gain=18.7788467,cover=326"
## [1808] "19:[f1<11.6958895] yes=29,no=30,missing=29,gain=24.60783,cover=302"
## [1809] "29:[f1<11.5308189] yes=47,no=48,missing=47,gain=48.7692146,cover=59"
## [1810] "47:[f22<1.33948576] yes=71,no=72,missing=71,gain=21.8069191,cover=39"
## [1811] "71:leaf=-0.101617321,cover=27"
## [1812] "72:leaf=0.19468753,cover=12"
## [1813] "48:[f26<1.0044198] yes=73,no=74,missing=73,gain=45.9133301,cover=20"
## [1814] "73:leaf=0.0507786199,cover=10"
## [1815] "74:leaf=0.616054118,cover=10"
## [1816] "30:[f3<0.48807615] yes=49,no=50,missing=49,gain=19.4679508,cover=243"
## [1817] "49:leaf=-0.128927946,cover=45"
## [1818] "50:[f32<4.18132591] yes=77,no=78,missing=77,gain=14.5691528,cover=198"
## [1819] "77:leaf=-0.00751605211,cover=183"
## [1820] "78:leaf=0.180576071,cover=15"
## [1821] "20:leaf=-0.161909685,cover=24"
## [1822] "8:[f15<1109.5] yes=15,no=16,missing=15,gain=35.6869011,cover=6070"
## [1823] "15:[f30<0.829931974] yes=21,no=22,missing=21,gain=32.1330528,cover=307"
## [1824] "21:[f2<1.35173798] yes=33,no=34,missing=33,gain=16.9640427,cover=259"
## [1825] "33:[f29<5.08323288] yes=51,no=52,missing=51,gain=36.3645439,cover=133"
## [1826] "51:[f17<2.30659342] yes=79,no=80,missing=79,gain=22.8717957,cover=25"
## [1827] "79:leaf=0.466362745,cover=12"
## [1828] "80:leaf=0.10152255,cover=13"
## [1829] "52:[f9<2.49301457] yes=81,no=82,missing=81,gain=13.750083,cover=108"
## [1830] "81:leaf=0.238776356,cover=10"
## [1831] "82:leaf=0.0156452265,cover=98"
## [1832] "34:[f31<2.29079747] yes=53,no=54,missing=53,gain=21.8614979,cover=126"
## [1833] "53:[f37<0.0533716008] yes=83,no=84,missing=83,gain=7.56002283,cover=114"
## [1834] "83:leaf=-0.115540229,cover=30"
## [1835] "84:leaf=-0.00622031372,cover=84"
## [1836] "54:leaf=0.222919002,cover=12"
## [1837] "22:[f6<3.1390276] yes=35,no=36,missing=35,gain=105.863876,cover=48"
## [1838] "35:[f1<11.6757383] yes=55,no=56,missing=55,gain=8.44100475,cover=33"
## [1839] "55:leaf=0.150289997,cover=10"
## [1840] "56:[f5<2.36489892] yes=85,no=86,missing=85,gain=5.27954578,cover=23"
## [1841] "85:leaf=-0.125263289,cover=13"
## [1842] "86:leaf=0.0508572124,cover=10"
## [1843] "36:leaf=0.606490195,cover=15"
## [1844] "16:[f1<14.3492279] yes=23,no=24,missing=23,gain=20.8007946,cover=5763"
## [1845] "23:[f29<0.0284942482] yes=37,no=38,missing=37,gain=22.859293,cover=5595"
## [1846] "37:[f30<1.18000782] yes=57,no=58,missing=57,gain=57.1834641,cover=38"
## [1847] "57:[f0<12.42276] yes=87,no=88,missing=87,gain=7.94188356,cover=28"
## [1848] "87:leaf=-0.0743478537,cover=18"
## [1849] "88:leaf=0.127504081,cover=10"
## [1850] "58:leaf=0.508356988,cover=10"
## [1851] "38:[f25<0.457167745] yes=59,no=60,missing=59,gain=22.6756878,cover=5557"
## [1852] "59:[f20<0.484225869] yes=89,no=90,missing=89,gain=28.5921803,cover=305"
## [1853] "89:leaf=-0.0702793822,cover=278"
## [1854] "90:leaf=0.130385071,cover=27"
## [1855] "60:[f26<0.0655519813] yes=91,no=92,missing=91,gain=35.3116379,cover=5252"
## [1856] "91:leaf=0.21644035,cover=26"
## [1857] "92:leaf=-0.000319839193,cover=5226"
## [1858] "24:[f7<3.67107868] yes=39,no=40,missing=39,gain=104.584419,cover=168"
## [1859] "39:[f15<1425] yes=61,no=62,missing=61,gain=14.877491,cover=158"
## [1860] "61:[f29<10.2757034] yes=93,no=94,missing=93,gain=8.24883842,cover=33"
## [1861] "93:leaf=0.0654143319,cover=22"
## [1862] "94:leaf=0.264718175,cover=11"
## [1863] "62:[f11<152516] yes=95,no=96,missing=95,gain=13.0201931,cover=125"
## [1864] "95:leaf=-0.023752626,cover=113"
## [1865] "96:leaf=0.175946057,cover=12"
## [1866] "40:leaf=0.629910827,cover=10"
## [1867] "4:[f3<0.674845219] yes=9,no=10,missing=9,gain=44.5811234,cover=28"
## [1868] "9:leaf=-0.0187057536,cover=18"
## [1869] "10:leaf=0.463398159,cover=10"
## [1870] "2:[f25<0.655593693] yes=5,no=6,missing=5,gain=97.3892822,cover=41"
## [1871] "5:leaf=0.540300071,cover=14"
## [1872] "6:[f15<1372] yes=11,no=12,missing=11,gain=8.57291603,cover=27"
## [1873] "11:leaf=-0.179627359,cover=11"
## [1874] "12:leaf=0.0302049723,cover=16"
## [1875] "booster[30]"
## [1876] "0:[f35<5.03382158] yes=1,no=2,missing=1,gain=33.3016739,cover=6782"
## [1877] "1:[f6<5.81262159] yes=3,no=4,missing=3,gain=23.6025696,cover=6770"
## [1878] "3:[f6<0.269322097] yes=5,no=6,missing=5,gain=21.7509232,cover=6692"
## [1879] "5:[f8<1.76727676] yes=9,no=10,missing=9,gain=17.7759018,cover=23"
## [1880] "9:leaf=-0.012555588,cover=12"
## [1881] "10:leaf=-0.339050293,cover=11"
## [1882] "6:[f27<4.89441109] yes=11,no=12,missing=11,gain=15.0009451,cover=6669"
## [1883] "11:[f28<0.984947205] yes=15,no=16,missing=15,gain=22.957222,cover=6096"
## [1884] "15:leaf=0.262455404,cover=11"
## [1885] "16:[f28<2.725559] yes=21,no=22,missing=21,gain=18.4503231,cover=6085"
## [1886] "21:[f15<297.054413] yes=27,no=28,missing=27,gain=36.0874329,cover=4104"
## [1887] "27:[f17<0.639801621] yes=35,no=36,missing=35,gain=67.0995026,cover=49"
## [1888] "35:leaf=-0.0473668054,cover=27"
## [1889] "36:leaf=0.390514612,cover=22"
## [1890] "28:[f30<0.0280636437] yes=37,no=38,missing=37,gain=23.8141212,cover=4055"
## [1891] "37:leaf=0.119889304,cover=50"
## [1892] "38:leaf=-0.0101220198,cover=4005"
## [1893] "22:[f15<1233.5] yes=29,no=30,missing=29,gain=22.294178,cover=1981"
## [1894] "29:[f29<5.27102089] yes=39,no=40,missing=39,gain=12.4859638,cover=705"
## [1895] "39:leaf=0.0382012613,cover=144"
## [1896] "40:leaf=-0.0240307786,cover=561"
## [1897] "30:[f1<9.90233421] yes=41,no=42,missing=41,gain=32.5100517,cover=1276"
## [1898] "41:leaf=0.239886343,cover=25"
## [1899] "42:leaf=0.0262163207,cover=1251"
## [1900] "12:[f6<0.960267246] yes=17,no=18,missing=17,gain=82.1097565,cover=573"
## [1901] "17:leaf=0.4554874,cover=15"
## [1902] "18:[f15<687.630371] yes=23,no=24,missing=23,gain=31.4656544,cover=558"
## [1903] "23:[f37<0.159734368] yes=31,no=32,missing=31,gain=36.0956421,cover=21"
## [1904] "31:leaf=0.000461597927,cover=11"
## [1905] "32:leaf=0.484820485,cover=10"
## [1906] "24:[f37<0.0900473595] yes=33,no=34,missing=33,gain=35.8090363,cover=537"
## [1907] "33:leaf=0.290535718,cover=15"
## [1908] "34:[f30<2.01910639] yes=43,no=44,missing=43,gain=26.9877167,cover=522"
## [1909] "43:leaf=-0.00621010223,cover=498"
## [1910] "44:leaf=0.195076391,cover=24"
## [1911] "4:[f3<0.0310003497] yes=7,no=8,missing=7,gain=14.9749813,cover=78"
## [1912] "7:leaf=0.0595661812,cover=16"
## [1913] "8:[f33<0.510718465] yes=13,no=14,missing=13,gain=6.00204468,cover=62"
## [1914] "13:leaf=-0.0502475426,cover=19"
## [1915] "14:leaf=-0.180822641,cover=43"
## [1916] "2:leaf=0.304991961,cover=12"
## [1917] "booster[31]"
## [1918] "0:[f36<0.476016253] yes=1,no=2,missing=1,gain=22.5465145,cover=6834"
## [1919] "1:[f5<0.128502071] yes=3,no=4,missing=3,gain=18.9507351,cover=6807"
## [1920] "3:[f13<0.340130866] yes=7,no=8,missing=7,gain=12.7317486,cover=132"
## [1921] "7:leaf=-0.258685708,cover=11"
## [1922] "8:[f25<0.446673483] yes=11,no=12,missing=11,gain=14.196867,cover=121"
## [1923] "11:leaf=0.152512595,cover=10"
## [1924] "12:[f40<0.5] yes=15,no=16,missing=15,gain=12.5366268,cover=111"
## [1925] "15:[f24<0.0341843069] yes=19,no=20,missing=19,gain=12.496933,cover=91"
## [1926] "19:leaf=-0.293115497,cover=10"
## [1927] "20:leaf=-0.076021485,cover=81"
## [1928] "16:[f16<1.75051951] yes=21,no=22,missing=21,gain=10.305481,cover=20"
## [1929] "21:leaf=0.187303334,cover=10"
## [1930] "22:leaf=-0.0726859197,cover=10"
## [1931] "4:[f35<4.88062763] yes=9,no=10,missing=9,gain=21.9243546,cover=6675"
## [1932] "9:[f25<3.41486263] yes=13,no=14,missing=13,gain=28.3058529,cover=6665"
## [1933] "13:[f22<0.126651004] yes=17,no=18,missing=17,gain=22.3765621,cover=6653"
## [1934] "17:[f20<0.396211892] yes=23,no=24,missing=23,gain=17.1965904,cover=125"
## [1935] "23:[f11<222368.5] yes=29,no=30,missing=29,gain=8.11750889,cover=112"
## [1936] "29:[f4<1.64477623] yes=35,no=36,missing=35,gain=6.48620605,cover=102"
## [1937] "35:leaf=-0.0470628254,cover=83"
## [1938] "36:leaf=-0.168142617,cover=19"
## [1939] "30:leaf=0.100705244,cover=10"
## [1940] "24:leaf=-0.278219134,cover=13"
## [1941] "18:[f30<3.17680144] yes=25,no=26,missing=25,gain=19.7279453,cover=6528"
## [1942] "25:[f29<0.0283085629] yes=31,no=32,missing=31,gain=20.3879299,cover=6518"
## [1943] "31:[f2<4.27374172] yes=37,no=38,missing=37,gain=37.5466614,cover=47"
## [1944] "37:leaf=-0.0634365976,cover=21"
## [1945] "38:leaf=0.271124721,cover=26"
## [1946] "32:[f21<3.44638634] yes=39,no=40,missing=39,gain=26.4943447,cover=6471"
## [1947] "39:leaf=0.000348385889,cover=6457"
## [1948] "40:leaf=-0.251198143,cover=14"
## [1949] "26:leaf=-0.252716839,cover=10"
## [1950] "14:leaf=0.277963728,cover=12"
## [1951] "10:leaf=0.266391873,cover=10"
## [1952] "2:leaf=-0.171692863,cover=27"
## [1953] "booster[32]"
## [1954] "0:[f36<0.514742613] yes=1,no=2,missing=1,gain=26.4198856,cover=6752"
## [1955] "1:[f32<0.757995248] yes=3,no=4,missing=3,gain=21.6637287,cover=6742"
## [1956] "3:[f18<2.04205704] yes=5,no=6,missing=5,gain=59.8737831,cover=34"
## [1957] "5:[f29<7.92490578] yes=9,no=10,missing=9,gain=5.16823578,cover=24"
## [1958] "9:leaf=-0.0892959312,cover=14"
## [1959] "10:leaf=0.0814517587,cover=10"
## [1960] "6:leaf=0.514203131,cover=10"
## [1961] "4:[f9<4.72082615] yes=7,no=8,missing=7,gain=24.6281586,cover=6708"
## [1962] "7:[f28<0.396314085] yes=11,no=12,missing=11,gain=30.6320591,cover=6696"
## [1963] "11:leaf=0.315540612,cover=10"
## [1964] "12:[f5<0.000874677673] yes=13,no=14,missing=13,gain=23.1430817,cover=6686"
## [1965] "13:[f16<1.47196722] yes=15,no=16,missing=15,gain=7.63271904,cover=27"
## [1966] "15:leaf=-0.29617843,cover=10"
## [1967] "16:leaf=-0.0861175135,cover=17"
## [1968] "14:[f18<0.0294624083] yes=17,no=18,missing=17,gain=19.3453941,cover=6659"
## [1969] "17:leaf=0.2510252,cover=10"
## [1970] "18:[f28<6.52018166] yes=19,no=20,missing=19,gain=17.6767006,cover=6649"
## [1971] "19:[f11<3910.99023] yes=21,no=22,missing=21,gain=18.1628799,cover=6637"
## [1972] "21:leaf=0.0970266983,cover=68"
## [1973] "22:leaf=-0.00047678483,cover=6569"
## [1974] "20:leaf=-0.220130309,cover=12"
## [1975] "8:leaf=-0.260147482,cover=12"
## [1976] "2:leaf=-0.292642176,cover=10"
## [1977] "booster[33]"
## [1978] "0:[f17<4.41843843] yes=1,no=2,missing=1,gain=20.064846,cover=6788"
## [1979] "1:[f7<2.55124259] yes=3,no=4,missing=3,gain=15.3670778,cover=6765"
## [1980] "3:[f21<3.17230654] yes=7,no=8,missing=7,gain=13.8639727,cover=4757"
## [1981] "7:[f28<7.07334423] yes=11,no=12,missing=11,gain=13.7989149,cover=4730"
## [1982] "11:[f30<0.806352258] yes=19,no=20,missing=19,gain=12.7460556,cover=4720"
## [1983] "19:[f24<0.0558103099] yes=29,no=30,missing=29,gain=16.0362644,cover=3478"
## [1984] "29:[f5<3.72872519] yes=45,no=46,missing=45,gain=53.0313835,cover=85"
## [1985] "45:[f0<10.7395744] yes=69,no=70,missing=69,gain=8.03517056,cover=75"
## [1986] "69:leaf=-0.0864594728,cover=21"
## [1987] "70:leaf=0.0487515852,cover=54"
## [1988] "46:leaf=0.454902738,cover=10"
## [1989] "30:[f12<0.0533216447] yes=47,no=48,missing=47,gain=15.907753,cover=3393"
## [1990] "47:leaf=-0.15999198,cover=26"
## [1991] "48:[f32<1.7560482] yes=73,no=74,missing=73,gain=17.8304596,cover=3367"
## [1992] "73:leaf=0.17342338,cover=17"
## [1993] "74:leaf=-0.0152719701,cover=3350"
## [1994] "20:[f12<0.956926584] yes=31,no=32,missing=31,gain=20.5317307,cover=1242"
## [1995] "31:[f35<5.03765774] yes=49,no=50,missing=49,gain=17.7519894,cover=1113"
## [1996] "49:[f36<0.458819687] yes=75,no=76,missing=75,gain=19.9306965,cover=1102"
## [1997] "75:leaf=0.000111692789,cover=1088"
## [1998] "76:leaf=0.219529927,cover=14"
## [1999] "50:leaf=-0.228092819,cover=11"
## [2000] "32:[f32<3.79637003] yes=51,no=52,missing=51,gain=102.64241,cover=129"
## [2001] "51:[f15<1328.5] yes=77,no=78,missing=77,gain=31.5386124,cover=112"
## [2002] "77:leaf=-0.0835755989,cover=58"
## [2003] "78:leaf=0.11543674,cover=54"
## [2004] "52:leaf=0.499049187,cover=17"
## [2005] "12:leaf=-0.219526008,cover=10"
## [2006] "8:leaf=-0.141450018,cover=27"
## [2007] "4:[f4<0.377544165] yes=9,no=10,missing=9,gain=26.1225719,cover=2008"
## [2008] "9:[f17<0.83143127] yes=15,no=16,missing=15,gain=42.4314003,cover=1023"
## [2009] "15:[f16<1.70457745] yes=21,no=22,missing=21,gain=122.112473,cover=60"
## [2010] "21:leaf=0.615336835,cover=16"
## [2011] "22:[f5<2.1883924] yes=33,no=34,missing=33,gain=17.9901295,cover=44"
## [2012] "33:leaf=-0.0483900532,cover=34"
## [2013] "34:leaf=0.228852525,cover=10"
## [2014] "16:[f22<0.629351795] yes=23,no=24,missing=23,gain=47.1945267,cover=963"
## [2015] "23:[f24<0.297751933] yes=35,no=36,missing=35,gain=133.736053,cover=27"
## [2016] "35:leaf=-0.0644956604,cover=17"
## [2017] "36:leaf=0.778091788,cover=10"
## [2018] "24:[f28<2.66044855] yes=37,no=38,missing=37,gain=47.8402405,cover=936"
## [2019] "37:[f6<2.86050606] yes=55,no=56,missing=55,gain=31.4219742,cover=524"
## [2020] "55:[f15<435.526367] yes=81,no=82,missing=81,gain=21.7769661,cover=245"
## [2021] "81:leaf=-0.21181342,cover=12"
## [2022] "82:leaf=0.0396918319,cover=233"
## [2023] "56:[f24<0.105821684] yes=83,no=84,missing=83,gain=9.28063202,cover=279"
## [2024] "83:leaf=0.105498441,cover=10"
## [2025] "84:leaf=-0.0728117153,cover=269"
## [2026] "38:[f0<10.1238537] yes=57,no=58,missing=57,gain=35.4828796,cover=412"
## [2027] "57:[f22<0.934267044] yes=85,no=86,missing=85,gain=9.19841862,cover=163"
## [2028] "85:leaf=-0.0929620564,cover=33"
## [2029] "86:leaf=0.0174015667,cover=130"
## [2030] "58:[f1<13.0974464] yes=87,no=88,missing=87,gain=137.582443,cover=249"
## [2031] "87:leaf=0.0709721223,cover=234"
## [2032] "88:leaf=0.644586563,cover=15"
## [2033] "10:[f16<0.608248353] yes=17,no=18,missing=17,gain=13.6364536,cover=985"
## [2034] "17:[f25<0.756028771] yes=25,no=26,missing=25,gain=9.08582497,cover=301"
## [2035] "25:[f35<0.210013926] yes=39,no=40,missing=39,gain=9.05421448,cover=164"
## [2036] "39:leaf=0.0673220903,cover=14"
## [2037] "40:[f38<0.5] yes=59,no=60,missing=59,gain=5.60029221,cover=150"
## [2038] "59:leaf=-0.0638025776,cover=107"
## [2039] "60:[f10<0.875664115] yes=91,no=92,missing=91,gain=5.02970123,cover=43"
## [2040] "91:leaf=-0.186959177,cover=30"
## [2041] "92:leaf=-0.0428030193,cover=13"
## [2042] "26:[f32<3.88394547] yes=41,no=42,missing=41,gain=9.56240749,cover=137"
## [2043] "41:[f32<2.01742363] yes=61,no=62,missing=61,gain=13.4177465,cover=100"
## [2044] "61:leaf=-0.175516725,cover=10"
## [2045] "62:[f1<10.6673088] yes=93,no=94,missing=93,gain=6.67718029,cover=90"
## [2046] "93:leaf=0.183959126,cover=10"
## [2047] "94:leaf=0.0263059009,cover=80"
## [2048] "42:leaf=-0.089250952,cover=37"
## [2049] "18:[f12<0.0731332526] yes=27,no=28,missing=27,gain=18.9878311,cover=684"
## [2050] "27:leaf=0.250094652,cover=10"
## [2051] "28:[f10<0.676103354] yes=43,no=44,missing=43,gain=16.4589787,cover=674"
## [2052] "43:[f2<5.18903303] yes=65,no=66,missing=65,gain=14.6466208,cover=82"
## [2053] "65:[f1<12.2370443] yes=97,no=98,missing=97,gain=23.9321442,cover=62"
## [2054] "97:leaf=0.0250585154,cover=37"
## [2055] "98:leaf=0.262502551,cover=25"
## [2056] "66:leaf=-0.0599199124,cover=20"
## [2057] "44:[f6<5.31816483] yes=67,no=68,missing=67,gain=10.1923246,cover=592"
## [2058] "67:[f31<1.76042104] yes=101,no=102,missing=101,gain=7.49016953,cover=578"
## [2059] "101:leaf=-0.024557285,cover=488"
## [2060] "102:leaf=0.0345387049,cover=90"
## [2061] "68:leaf=0.142560259,cover=14"
## [2062] "2:leaf=-0.176118463,cover=23"
## [2063] "booster[34]"
## [2064] "0:[f0<17.6303596] yes=1,no=2,missing=1,gain=43.9943008,cover=6769"
## [2065] "1:[f9<3.75973177] yes=3,no=4,missing=3,gain=19.1142902,cover=6746"
## [2066] "3:[f4<6.6595726] yes=7,no=8,missing=7,gain=26.2981262,cover=6398"
## [2067] "7:[f28<0.483104587] yes=11,no=12,missing=11,gain=21.3295307,cover=6375"
## [2068] "11:leaf=-0.22214894,cover=15"
## [2069] "12:[f8<0.349653155] yes=17,no=18,missing=17,gain=18.0663872,cover=6360"
## [2070] "17:leaf=-0.187667474,cover=18"
## [2071] "18:[f34<0.3515113] yes=23,no=24,missing=23,gain=21.7761974,cover=6342"
## [2072] "23:leaf=0.241393551,cover=12"
## [2073] "24:[f18<0.0864797682] yes=31,no=32,missing=31,gain=19.6537457,cover=6330"
## [2074] "31:[f23<0.636433423] yes=39,no=40,missing=39,gain=9.88437653,cover=43"
## [2075] "39:leaf=0.0237246789,cover=11"
## [2076] "40:leaf=-0.18123199,cover=32"
## [2077] "32:[f8<2.78076506] yes=41,no=42,missing=41,gain=12.9402103,cover=6287"
## [2078] "41:leaf=-0.00576223992,cover=5560"
## [2079] "42:leaf=0.0210421681,cover=727"
## [2080] "8:[f16<0.579528689] yes=13,no=14,missing=13,gain=72.5134659,cover=23"
## [2081] "13:leaf=0.552128613,cover=10"
## [2082] "14:leaf=-0.101021312,cover=13"
## [2083] "4:[f8<2.48213005] yes=9,no=10,missing=9,gain=60.7158127,cover=348"
## [2084] "9:[f4<1.0088253] yes=15,no=16,missing=15,gain=25.7682495,cover=337"
## [2085] "15:[f35<1.26299489] yes=19,no=20,missing=19,gain=30.9700394,cover=165"
## [2086] "19:[f25<0.898237586] yes=25,no=26,missing=25,gain=21.72118,cover=153"
## [2087] "25:[f19<1.21380663] yes=33,no=34,missing=33,gain=24.1044731,cover=55"
## [2088] "33:[f3<6.14827633] yes=43,no=44,missing=43,gain=9.4902935,cover=41"
## [2089] "43:leaf=0.0187449735,cover=31"
## [2090] "44:leaf=0.223854169,cover=10"
## [2091] "34:leaf=0.355656832,cover=14"
## [2092] "26:[f3<0.0250119269] yes=35,no=36,missing=35,gain=11.4504013,cover=98"
## [2093] "35:leaf=0.167798057,cover=12"
## [2094] "36:[f25<1.1810354] yes=45,no=46,missing=45,gain=6.19752836,cover=86"
## [2095] "45:leaf=-0.111886397,cover=20"
## [2096] "46:leaf=0.00594852539,cover=66"
## [2097] "20:leaf=0.360763907,cover=12"
## [2098] "16:[f11<49583.5] yes=21,no=22,missing=21,gain=8.23491192,cover=172"
## [2099] "21:leaf=-0.1268664,cover=23"
## [2100] "22:[f19<1.72807503] yes=29,no=30,missing=29,gain=8.00629044,cover=149"
## [2101] "29:[f5<2.71424222] yes=37,no=38,missing=37,gain=9.69455051,cover=138"
## [2102] "37:[f23<0.947993279] yes=47,no=48,missing=47,gain=6.41280603,cover=97"
## [2103] "47:leaf=-0.030092502,cover=81"
## [2104] "48:leaf=-0.158437654,cover=16"
## [2105] "38:[f14<1.11530852] yes=49,no=50,missing=49,gain=7.33615685,cover=41"
## [2106] "49:leaf=0.173973545,cover=12"
## [2107] "50:leaf=0.00295690377,cover=29"
## [2108] "30:leaf=0.140744552,cover=11"
## [2109] "10:leaf=0.459981561,cover=11"
## [2110] "2:[f0<23.0871582] yes=5,no=6,missing=5,gain=28.2733345,cover=23"
## [2111] "5:leaf=0.42880246,cover=13"
## [2112] "6:leaf=0.0114198392,cover=10"
## [2113] "booster[35]"
## [2114] "0:[f30<3.87003422] yes=1,no=2,missing=1,gain=23.4203529,cover=6837"
## [2115] "1:[f18<0.0100570275] yes=3,no=4,missing=3,gain=22.0253792,cover=6823"
## [2116] "3:[f33<0.123305738] yes=5,no=6,missing=5,gain=67.0188675,cover=37"
## [2117] "5:[f2<4.40056419] yes=9,no=10,missing=9,gain=22.6479836,cover=27"
## [2118] "9:leaf=-0.229013532,cover=10"
## [2119] "10:leaf=0.115359776,cover=17"
## [2120] "6:leaf=0.537234187,cover=10"
## [2121] "4:[f6<5.45057058] yes=7,no=8,missing=7,gain=15.8073082,cover=6786"
## [2122] "7:[f37<0.0293745678] yes=11,no=12,missing=11,gain=15.0191259,cover=6586"
## [2123] "11:[f4<3.44011497] yes=15,no=16,missing=15,gain=39.7506065,cover=522"
## [2124] "15:[f37<0.0284753218] yes=23,no=24,missing=23,gain=36.1051865,cover=498"
## [2125] "23:[f28<1.59428179] yes=33,no=34,missing=33,gain=30.859848,cover=486"
## [2126] "33:leaf=0.278762251,cover=14"
## [2127] "34:[f1<9.71029663] yes=47,no=48,missing=47,gain=35.160141,cover=472"
## [2128] "47:leaf=-0.230082452,cover=21"
## [2129] "48:leaf=0.0146656856,cover=451"
## [2130] "24:leaf=0.331093937,cover=12"
## [2131] "16:[f37<0.0145951249] yes=25,no=26,missing=25,gain=50.8859482,cover=24"
## [2132] "25:leaf=0.503696799,cover=13"
## [2133] "26:leaf=-0.0365627147,cover=11"
## [2134] "12:[f7<0.179372787] yes=17,no=18,missing=17,gain=21.3589687,cover=6064"
## [2135] "17:leaf=0.223791376,cover=14"
## [2136] "18:[f28<0.705111861] yes=27,no=28,missing=27,gain=14.1280994,cover=6050"
## [2137] "27:[f37<0.814437866] yes=35,no=36,missing=35,gain=7.97386456,cover=33"
## [2138] "35:leaf=-0.233433798,cover=13"
## [2139] "36:[f32<3.51269531] yes=49,no=50,missing=49,gain=5.21426344,cover=20"
## [2140] "49:leaf=-0.13498421,cover=10"
## [2141] "50:leaf=0.050023742,cover=10"
## [2142] "28:[f10<0.269910455] yes=37,no=38,missing=37,gain=15.0052309,cover=6017"
## [2143] "37:[f15<1393.15283] yes=51,no=52,missing=51,gain=37.3505974,cover=98"
## [2144] "51:leaf=0.288850188,cover=21"
## [2145] "52:leaf=0.00940433796,cover=77"
## [2146] "38:[f30<0.32344687] yes=53,no=54,missing=53,gain=11.2825546,cover=5919"
## [2147] "53:leaf=-0.0168664474,cover=1486"
## [2148] "54:leaf=0.00216339598,cover=4433"
## [2149] "8:[f21<1.59942317] yes=13,no=14,missing=13,gain=15.3417463,cover=200"
## [2150] "13:[f33<0.762837648] yes=19,no=20,missing=19,gain=4.36512566,cover=79"
## [2151] "19:[f1<11.4386053] yes=29,no=30,missing=29,gain=5.67427158,cover=63"
## [2152] "29:leaf=0.104877576,cover=24"
## [2153] "30:leaf=-0.0102687571,cover=39"
## [2154] "20:leaf=-0.0732728615,cover=16"
## [2155] "14:[f7<1.1102066] yes=21,no=22,missing=21,gain=6.41202736,cover=121"
## [2156] "21:leaf=-0.227763817,cover=11"
## [2157] "22:leaf=-0.0794930309,cover=110"
## [2158] "2:leaf=-0.236152828,cover=14"
## [2159] "booster[36]"
## [2160] "0:[f23<2.16523218] yes=1,no=2,missing=1,gain=25.3701344,cover=6827"
## [2161] "1:[f18<0.0572038256] yes=3,no=4,missing=3,gain=27.8905659,cover=6803"
## [2162] "3:[f40<0.5] yes=7,no=8,missing=7,gain=23.8044167,cover=42"
## [2163] "7:[f14<1.45610881] yes=11,no=12,missing=11,gain=31.4195328,cover=32"
## [2164] "11:leaf=0.116620287,cover=16"
## [2165] "12:leaf=-0.247568294,cover=16"
## [2166] "8:leaf=-0.392839342,cover=10"
## [2167] "4:[f22<1.59331584] yes=9,no=10,missing=9,gain=15.9724455,cover=6761"
## [2168] "9:[f18<4.30704784] yes=13,no=14,missing=13,gain=13.9193106,cover=5439"
## [2169] "13:[f21<0.0222346485] yes=17,no=18,missing=17,gain=14.3515377,cover=5429"
## [2170] "17:[f20<0.42466557] yes=23,no=24,missing=23,gain=19.4247742,cover=84"
## [2171] "23:[f18<2.26013184] yes=31,no=32,missing=31,gain=6.70978403,cover=74"
## [2172] "31:leaf=0.0522879027,cover=18"
## [2173] "32:leaf=-0.0780035704,cover=56"
## [2174] "24:leaf=-0.316326678,cover=10"
## [2175] "18:[f35<0.884625435] yes=25,no=26,missing=25,gain=13.7242622,cover=5345"
## [2176] "25:[f11<12992.1172] yes=33,no=34,missing=33,gain=17.0958824,cover=4121"
## [2177] "33:[f21<0.642667055] yes=45,no=46,missing=45,gain=46.064991,cover=68"
## [2178] "45:leaf=0.255940855,cover=10"
## [2179] "46:leaf=-0.166765466,cover=58"
## [2180] "34:[f16<0.00562739233] yes=47,no=48,missing=47,gain=26.4683533,cover=4053"
## [2181] "47:leaf=0.0944960639,cover=89"
## [2182] "48:leaf=-0.00918764062,cover=3964"
## [2183] "26:[f14<0.269993991] yes=35,no=36,missing=35,gain=41.5443268,cover=1224"
## [2184] "35:leaf=0.3800776,cover=10"
## [2185] "36:[f20<0.155134782] yes=49,no=50,missing=49,gain=30.5714321,cover=1214"
## [2186] "49:leaf=-0.0138162673,cover=721"
## [2187] "50:leaf=0.0472217128,cover=493"
## [2188] "14:leaf=0.208399951,cover=10"
## [2189] "10:[f34<6.39957476] yes=15,no=16,missing=15,gain=21.5495834,cover=1322"
## [2190] "15:[f35<0.1448856] yes=19,no=20,missing=19,gain=24.1655216,cover=1299"
## [2191] "19:[f35<0.138036534] yes=27,no=28,missing=27,gain=34.8329048,cover=315"
## [2192] "27:[f37<0.00418775389] yes=37,no=38,missing=37,gain=17.4504242,cover=301"
## [2193] "37:[f12<0.596776783] yes=51,no=52,missing=51,gain=28.1617088,cover=32"
## [2194] "51:leaf=0.393721223,cover=12"
## [2195] "52:leaf=0.0343594849,cover=20"
## [2196] "38:[f31<0.52022171] yes=53,no=54,missing=53,gain=13.3902874,cover=269"
## [2197] "53:leaf=0.143928096,cover=32"
## [2198] "54:leaf=0.0152946943,cover=237"
## [2199] "28:leaf=0.342722893,cover=14"
## [2200] "20:[f21<1.72269523] yes=29,no=30,missing=29,gain=9.85488033,cover=984"
## [2201] "29:[f39<0.5] yes=39,no=40,missing=39,gain=15.4430771,cover=822"
## [2202] "39:[f16<2.18649435] yes=55,no=56,missing=55,gain=6.92942667,cover=694"
## [2203] "55:leaf=-0.00581917958,cover=661"
## [2204] "56:leaf=0.0816934034,cover=33"
## [2205] "40:[f30<0.18749696] yes=57,no=58,missing=57,gain=16.4963093,cover=128"
## [2206] "57:leaf=0.281190217,cover=11"
## [2207] "58:leaf=0.0475839935,cover=117"
## [2208] "30:[f3<0.0303775948] yes=41,no=42,missing=41,gain=14.260335,cover=162"
## [2209] "41:leaf=0.149297982,cover=12"
## [2210] "42:[f33<1.16415024] yes=59,no=60,missing=59,gain=10.5311766,cover=150"
## [2211] "59:leaf=-0.0423873365,cover=139"
## [2212] "60:leaf=-0.227727309,cover=11"
## [2213] "16:[f19<0.785551786] yes=21,no=22,missing=21,gain=45.2095642,cover=23"
## [2214] "21:leaf=-0.0391461588,cover=13"
## [2215] "22:leaf=0.478866905,cover=10"
## [2216] "2:[f21<0.485151052] yes=5,no=6,missing=5,gain=62.0151215,cover=24"
## [2217] "5:leaf=0.526610196,cover=10"
## [2218] "6:leaf=-0.0690001771,cover=14"
## [2219] "booster[37]"
## [2220] "0:[f34<7.47806263] yes=1,no=2,missing=1,gain=26.7114105,cover=6708"
## [2221] "1:[f34<6.30280685] yes=3,no=4,missing=3,gain=22.6269245,cover=6676"
## [2222] "3:[f28<2.93406582] yes=7,no=8,missing=7,gain=20.2550869,cover=6475"
## [2223] "7:[f19<0.160676628] yes=11,no=12,missing=11,gain=35.5225029,cover=5195"
## [2224] "11:leaf=0.336333036,cover=10"
## [2225] "12:[f11<11454.1309] yes=17,no=18,missing=17,gain=13.8920393,cover=5185"
## [2226] "17:[f14<1.27319193] yes=25,no=26,missing=25,gain=38.8828659,cover=55"
## [2227] "25:[f15<138.228302] yes=39,no=40,missing=39,gain=6.64173126,cover=36"
## [2228] "39:leaf=-0.306118637,cover=15"
## [2229] "40:leaf=-0.132045791,cover=21"
## [2230] "26:leaf=0.117384434,cover=19"
## [2231] "18:[f11<17962.2148] yes=27,no=28,missing=27,gain=13.6830702,cover=5130"
## [2232] "27:[f8<1.95444942] yes=41,no=42,missing=41,gain=18.1000118,cover=25"
## [2233] "41:leaf=0.318260431,cover=10"
## [2234] "42:leaf=-0.000953292882,cover=15"
## [2235] "28:[f29<0.057295911] yes=43,no=44,missing=43,gain=10.650362,cover=5105"
## [2236] "43:[f15<2019.5] yes=57,no=58,missing=57,gain=32.1634178,cover=32"
## [2237] "57:leaf=-0.0841349512,cover=16"
## [2238] "58:leaf=0.285280347,cover=16"
## [2239] "44:[f0<15.2877169] yes=59,no=60,missing=59,gain=13.9611712,cover=5073"
## [2240] "59:leaf=-0.00317159481,cover=5027"
## [2241] "60:leaf=-0.106691383,cover=46"
## [2242] "8:[f39<0.5] yes=13,no=14,missing=13,gain=47.7770729,cover=1280"
## [2243] "13:[f10<0.508455753] yes=19,no=20,missing=19,gain=19.3456383,cover=1095"
## [2244] "19:[f4<0.223267019] yes=29,no=30,missing=29,gain=5.65335274,cover=35"
## [2245] "29:leaf=-0.199115604,cover=18"
## [2246] "30:leaf=-0.0455546938,cover=17"
## [2247] "20:[f28<7.2225318] yes=31,no=32,missing=31,gain=31.8457317,cover=1060"
## [2248] "31:[f0<11.271822] yes=45,no=46,missing=45,gain=18.8676643,cover=1048"
## [2249] "45:[f0<9.4661293] yes=61,no=62,missing=61,gain=7.14883137,cover=585"
## [2250] "61:leaf=-0.0466534607,cover=163"
## [2251] "62:leaf=-0.000140402786,cover=422"
## [2252] "46:[f38<0.5] yes=63,no=64,missing=63,gain=30.9693127,cover=463"
## [2253] "63:leaf=0.0137126287,cover=373"
## [2254] "64:leaf=0.136767834,cover=90"
## [2255] "32:leaf=0.307148129,cover=12"
## [2256] "14:[f2<0.445939511] yes=21,no=22,missing=21,gain=90.5219421,cover=185"
## [2257] "21:leaf=0.593635321,cover=12"
## [2258] "22:[f4<0.0573032424] yes=33,no=34,missing=33,gain=28.5958424,cover=173"
## [2259] "33:[f1<13.1922169] yes=47,no=48,missing=47,gain=28.3236809,cover=25"
## [2260] "47:leaf=0.414487094,cover=15"
## [2261] "48:leaf=0.00807703473,cover=10"
## [2262] "34:[f8<1.25170064] yes=49,no=50,missing=49,gain=30.5730553,cover=148"
## [2263] "49:leaf=0.299003303,cover=14"
## [2264] "50:[f0<11.7444868] yes=65,no=66,missing=65,gain=13.6480417,cover=134"
## [2265] "65:leaf=-0.0322429463,cover=84"
## [2266] "66:leaf=0.0914894715,cover=50"
## [2267] "4:[f11<33313.1562] yes=9,no=10,missing=9,gain=110.976509,cover=201"
## [2268] "9:leaf=0.600815892,cover=12"
## [2269] "10:[f37<0.0684445798] yes=15,no=16,missing=15,gain=48.104744,cover=189"
## [2270] "15:leaf=0.333007425,cover=16"
## [2271] "16:[f8<2.63925028] yes=23,no=24,missing=23,gain=14.3404446,cover=173"
## [2272] "23:[f35<0.711075008] yes=35,no=36,missing=35,gain=9.0230093,cover=76"
## [2273] "35:[f17<2.20165753] yes=51,no=52,missing=51,gain=6.16963863,cover=63"
## [2274] "51:leaf=-0.00353885372,cover=20"
## [2275] "52:[f19<0.604843318] yes=69,no=70,missing=69,gain=5.26166916,cover=43"
## [2276] "69:leaf=-0.00889232382,cover=10"
## [2277] "70:leaf=-0.16582036,cover=33"
## [2278] "36:leaf=0.0777330846,cover=13"
## [2279] "24:[f9<2.9486084] yes=37,no=38,missing=37,gain=33.3856163,cover=97"
## [2280] "37:[f37<0.364342809] yes=53,no=54,missing=53,gain=5.91065073,cover=82"
## [2281] "53:[f15<2023.5] yes=71,no=72,missing=71,gain=9.48975563,cover=50"
## [2282] "71:leaf=-0.0335151143,cover=28"
## [2283] "72:leaf=0.129459053,cover=22"
## [2284] "54:leaf=-0.0633574426,cover=32"
## [2285] "38:leaf=0.297506124,cover=15"
## [2286] "2:[f27<5.29264545] yes=5,no=6,missing=5,gain=32.6478195,cover=32"
## [2287] "5:leaf=0.00502207596,cover=18"
## [2288] "6:leaf=-0.372349977,cover=14"
## [2289] "booster[38]"
## [2290] "0:[f28<0.204613566] yes=1,no=2,missing=1,gain=22.5568886,cover=6816"
## [2291] "1:leaf=-0.223563954,cover=15"
## [2292] "2:[f38<0.5] yes=3,no=4,missing=3,gain=17.5709,cover=6801"
## [2293] "3:[f17<4.69483757] yes=5,no=6,missing=5,gain=15.9315948,cover=5620"
## [2294] "5:[f0<17.5324402] yes=9,no=10,missing=9,gain=14.5999622,cover=5610"
## [2295] "9:[f1<8.54569435] yes=13,no=14,missing=13,gain=27.9377975,cover=5599"
## [2296] "13:[f23<1.29273915] yes=17,no=18,missing=17,gain=6.01834297,cover=22"
## [2297] "17:leaf=-0.107024342,cover=12"
## [2298] "18:leaf=-0.315046012,cover=10"
## [2299] "14:[f19<0.0401307084] yes=19,no=20,missing=19,gain=21.6870708,cover=5577"
## [2300] "19:leaf=0.210830629,cover=16"
## [2301] "20:[f11<7408.25488] yes=23,no=24,missing=23,gain=14.0199223,cover=5561"
## [2302] "23:[f5<3.24487758] yes=27,no=28,missing=27,gain=12.3369589,cover=54"
## [2303] "27:leaf=-0.150496617,cover=40"
## [2304] "28:leaf=0.0520106703,cover=14"
## [2305] "24:[f39<0.5] yes=29,no=30,missing=29,gain=13.4967957,cover=5507"
## [2306] "29:leaf=-0.0068968311,cover=4353"
## [2307] "30:leaf=0.0160912126,cover=1154"
## [2308] "10:leaf=0.205521703,cover=11"
## [2309] "6:leaf=-0.230530962,cover=10"
## [2310] "4:[f31<0.251867652] yes=7,no=8,missing=7,gain=32.3495216,cover=1181"
## [2311] "7:leaf=0.344869256,cover=10"
## [2312] "8:[f18<3.48650527] yes=11,no=12,missing=11,gain=29.598175,cover=1171"
## [2313] "11:[f37<0.567596793] yes=15,no=16,missing=15,gain=24.4682236,cover=1157"
## [2314] "15:[f37<0.495520771] yes=21,no=22,missing=21,gain=57.7174683,cover=1145"
## [2315] "21:[f28<1.73809099] yes=25,no=26,missing=25,gain=20.7009087,cover=1133"
## [2316] "25:[f37<0.259832144] yes=31,no=32,missing=31,gain=17.8926086,cover=139"
## [2317] "31:leaf=-0.111799918,cover=80"
## [2318] "32:leaf=0.0247199815,cover=59"
## [2319] "26:[f27<4.8147912] yes=33,no=34,missing=33,gain=31.6485062,cover=994"
## [2320] "33:leaf=0.0193711575,cover=980"
## [2321] "34:leaf=0.296139359,cover=14"
## [2322] "22:leaf=0.414657891,cover=12"
## [2323] "16:leaf=-0.242315203,cover=12"
## [2324] "12:leaf=0.282966763,cover=14"
## [2325] "booster[39]"
## [2326] "0:[f23<1.19412208] yes=1,no=2,missing=1,gain=16.3721561,cover=6798"
## [2327] "1:[f16<0.245763734] yes=3,no=4,missing=3,gain=16.3202209,cover=6027"
## [2328] "3:[f17<2.84558964] yes=7,no=8,missing=7,gain=17.014637,cover=860"
## [2329] "7:[f33<0.243036464] yes=13,no=14,missing=13,gain=12.5366974,cover=336"
## [2330] "13:[f37<0.0121676764] yes=23,no=24,missing=23,gain=16.3749428,cover=210"
## [2331] "23:[f21<1.64463449] yes=37,no=38,missing=37,gain=39.7201309,cover=25"
## [2332] "37:leaf=0.383956313,cover=10"
## [2333] "38:leaf=-0.0846421942,cover=15"
## [2334] "24:[f15<688.5] yes=39,no=40,missing=39,gain=9.19358158,cover=185"
## [2335] "39:leaf=-0.203616261,cover=12"
## [2336] "40:[f21<2.21577072] yes=61,no=62,missing=61,gain=7.6076827,cover=173"
## [2337] "61:leaf=-0.0496151373,cover=160"
## [2338] "62:leaf=0.0960669518,cover=13"
## [2339] "14:leaf=-0.105898812,cover=126"
## [2340] "8:[f2<4.29926109] yes=15,no=16,missing=15,gain=9.35525513,cover=524"
## [2341] "15:[f7<0.963923216] yes=27,no=28,missing=27,gain=19.9295273,cover=471"
## [2342] "27:[f12<0.68925941] yes=45,no=46,missing=45,gain=7.29986954,cover=29"
## [2343] "45:leaf=0.0494274609,cover=14"
## [2344] "46:leaf=0.240822807,cover=15"
## [2345] "28:[f10<0.487557471] yes=47,no=48,missing=47,gain=9.99446774,cover=442"
## [2346] "47:leaf=0.140652284,cover=15"
## [2347] "48:[f5<3.59958577] yes=67,no=68,missing=67,gain=8.71725559,cover=427"
## [2348] "67:leaf=-0.044623293,cover=170"
## [2349] "68:[f13<1.0939132] yes=93,no=94,missing=93,gain=8.91302776,cover=257"
## [2350] "93:leaf=0.0528703071,cover=104"
## [2351] "94:leaf=-0.018573558,cover=153"
## [2352] "16:[f13<1.12144542] yes=29,no=30,missing=29,gain=4.10412979,cover=53"
## [2353] "29:[f26<1.42310894] yes=49,no=50,missing=49,gain=8.58351803,cover=36"
## [2354] "49:leaf=0.092850171,cover=11"
## [2355] "50:leaf=-0.100960068,cover=25"
## [2356] "30:leaf=-0.153170824,cover=17"
## [2357] "4:[f33<1.77180707] yes=9,no=10,missing=9,gain=26.5066051,cover=5167"
## [2358] "9:[f34<6.96821547] yes=17,no=18,missing=17,gain=18.1626339,cover=5151"
## [2359] "17:[f16<1.04968143] yes=31,no=32,missing=31,gain=13.9753752,cover=5107"
## [2360] "31:[f31<0.268889487] yes=51,no=52,missing=51,gain=26.2898331,cover=2314"
## [2361] "51:leaf=0.234912649,cover=18"
## [2362] "52:[f12<0.446474195] yes=71,no=72,missing=71,gain=18.7716751,cover=2296"
## [2363] "71:[f23<1.1040442] yes=95,no=96,missing=95,gain=32.8530807,cover=708"
## [2364] "95:leaf=0.0298395474,cover=687"
## [2365] "96:leaf=0.26466772,cover=21"
## [2366] "72:[f5<6.2588892] yes=97,no=98,missing=97,gain=39.631012,cover=1588"
## [2367] "97:leaf=-0.00503818505,cover=1542"
## [2368] "98:leaf=0.171186939,cover=46"
## [2369] "32:[f11<12538.5527] yes=53,no=54,missing=53,gain=21.8093414,cover=2793"
## [2370] "53:[f10<1.4399724] yes=73,no=74,missing=73,gain=91.1640244,cover=38"
## [2371] "73:leaf=0.463472515,cover=16"
## [2372] "74:leaf=-0.11542251,cover=22"
## [2373] "54:[f11<39833.4414] yes=75,no=76,missing=75,gain=12.6187382,cover=2755"
## [2374] "75:[f2<6.17220163] yes=101,no=102,missing=101,gain=9.40118599,cover=70"
## [2375] "101:leaf=-0.131695896,cover=49"
## [2376] "102:leaf=0.0182468053,cover=21"
## [2377] "76:[f0<10.461977] yes=103,no=104,missing=103,gain=14.4524384,cover=2685"
## [2378] "103:leaf=0.0319911316,cover=310"
## [2379] "104:leaf=-0.0113501176,cover=2375"
## [2380] "18:[f17<2.50541711] yes=33,no=34,missing=33,gain=9.46433067,cover=44"
## [2381] "33:leaf=0.00426429464,cover=15"
## [2382] "34:[f24<0.163636237] yes=55,no=56,missing=55,gain=5.54429436,cover=29"
## [2383] "55:leaf=-0.0847657174,cover=14"
## [2384] "56:leaf=-0.256863058,cover=15"
## [2385] "10:leaf=0.237970635,cover=16"
## [2386] "2:[f7<3.81047845] yes=5,no=6,missing=5,gain=45.6353645,cover=771"
## [2387] "5:[f5<6.2558012] yes=11,no=12,missing=11,gain=28.8253803,cover=758"
## [2388] "11:[f27<5.26771784] yes=19,no=20,missing=19,gain=28.077692,cover=738"
## [2389] "19:[f17<1.32641006] yes=35,no=36,missing=35,gain=19.3358135,cover=725"
## [2390] "35:[f37<0.0241440646] yes=57,no=58,missing=57,gain=29.099371,cover=366"
## [2391] "57:[f37<5.41347581e-05] yes=77,no=78,missing=77,gain=80.8937988,cover=62"
## [2392] "77:[f27<4.12012005] yes=105,no=106,missing=105,gain=30.5985603,cover=43"
## [2393] "105:leaf=0.150189191,cover=24"
## [2394] "106:leaf=-0.163557231,cover=19"
## [2395] "78:leaf=0.471472561,cover=19"
## [2396] "58:[f32<2.25209165] yes=79,no=80,missing=79,gain=16.3502502,cover=304"
## [2397] "79:leaf=-0.21030435,cover=10"
## [2398] "80:[f20<0.374579549] yes=107,no=108,missing=107,gain=18.5212936,cover=294"
## [2399] "107:leaf=0.26523298,cover=10"
## [2400] "108:leaf=0.0151164569,cover=284"
## [2401] "36:[f16<0.0551216081] yes=59,no=60,missing=59,gain=13.362669,cover=359"
## [2402] "59:[f17<3.28986001] yes=81,no=82,missing=81,gain=20.4101391,cover=22"
## [2403] "81:leaf=0.275194764,cover=12"
## [2404] "82:leaf=-0.0779064968,cover=10"
## [2405] "60:[f11<21478.8926] yes=83,no=84,missing=83,gain=13.0320406,cover=337"
## [2406] "83:[f35<0.370040447] yes=109,no=110,missing=109,gain=18.6042385,cover=21"
## [2407] "109:leaf=0.284572363,cover=10"
## [2408] "110:leaf=-0.0587713681,cover=11"
## [2409] "84:[f37<0.0764334276] yes=111,no=112,missing=111,gain=7.55681515,cover=316"
## [2410] "111:leaf=-0.0906833783,cover=79"
## [2411] "112:leaf=-0.0233180039,cover=237"
## [2412] "20:leaf=0.280202836,cover=13"
## [2413] "12:[f24<0.306674004] yes=21,no=22,missing=21,gain=56.9085236,cover=20"
## [2414] "21:leaf=0.536912084,cover=10"
## [2415] "22:leaf=-0.0793526322,cover=10"
## [2416] "6:leaf=0.365782142,cover=13"
## [2417] "booster[40]"
## [2418] "0:[f28<0.204613566] yes=1,no=2,missing=1,gain=46.0787239,cover=6752"
## [2419] "1:leaf=-0.322010398,cover=15"
## [2420] "2:[f2<9.67838669] yes=3,no=4,missing=3,gain=14.3951893,cover=6737"
## [2421] "3:[f24<0.959725201] yes=5,no=6,missing=5,gain=11.5952568,cover=6727"
## [2422] "5:[f32<5.49770832] yes=7,no=8,missing=7,gain=12.0952997,cover=6659"
## [2423] "7:[f8<3.69233227] yes=11,no=12,missing=11,gain=11.7446938,cover=6553"
## [2424] "11:[f28<7.2225318] yes=19,no=20,missing=19,gain=20.2829838,cover=6427"
## [2425] "19:[f8<3.65301275] yes=31,no=32,missing=31,gain=18.170784,cover=6415"
## [2426] "31:[f11<11955.1016] yes=37,no=38,missing=37,gain=16.2293472,cover=6405"
## [2427] "37:leaf=-0.0868625343,cover=77"
## [2428] "38:leaf=-9.70279871e-05,cover=6328"
## [2429] "32:leaf=0.242037103,cover=10"
## [2430] "20:leaf=0.235646874,cover=12"
## [2431] "12:[f22<0.740471959] yes=21,no=22,missing=21,gain=5.36352158,cover=126"
## [2432] "21:[f11<43787] yes=33,no=34,missing=33,gain=6.0628109,cover=107"
## [2433] "33:leaf=-0.191591412,cover=13"
## [2434] "34:[f24<0.0189521443] yes=39,no=40,missing=39,gain=11.3017073,cover=94"
## [2435] "39:leaf=0.124971427,cover=10"
## [2436] "40:leaf=-0.0794778019,cover=84"
## [2437] "22:leaf=0.0328572914,cover=19"
## [2438] "8:[f1<11.2360229] yes=13,no=14,missing=13,gain=64.7471161,cover=106"
## [2439] "13:[f24<0.404619634] yes=23,no=24,missing=23,gain=98.3153458,cover=26"
## [2440] "23:leaf=0.0157480258,cover=16"
## [2441] "24:leaf=0.750968874,cover=10"
## [2442] "14:[f20<0.339249372] yes=25,no=26,missing=25,gain=11.6852016,cover=80"
## [2443] "25:[f9<2.92157269] yes=35,no=36,missing=35,gain=4.84415007,cover=64"
## [2444] "35:leaf=-0.00915191416,cover=34"
## [2445] "36:[f6<2.81976461] yes=43,no=44,missing=43,gain=5.51129913,cover=30"
## [2446] "43:leaf=-0.220996961,cover=10"
## [2447] "44:leaf=-0.0507205576,cover=20"
## [2448] "26:leaf=0.117437519,cover=16"
## [2449] "6:leaf=-0.0782546476,cover=68"
## [2450] "4:leaf=0.215293184,cover=10"
## [2451] "booster[41]"
## [2452] "0:[f13<2.36272907] yes=1,no=2,missing=1,gain=30.5212574,cover=6824"
## [2453] "1:[f17<0.318552196] yes=3,no=4,missing=3,gain=11.088378,cover=6814"
## [2454] "3:[f27<4.81586266] yes=5,no=6,missing=5,gain=12.7751617,cover=174"
## [2455] "5:[f23<0.479610682] yes=9,no=10,missing=9,gain=19.3389454,cover=164"
## [2456] "9:leaf=0.210402563,cover=10"
## [2457] "10:[f29<1.96077585] yes=13,no=14,missing=13,gain=7.2682209,cover=154"
## [2458] "13:leaf=0.0334327184,cover=30"
## [2459] "14:[f30<0.214734361] yes=21,no=22,missing=21,gain=12.2996178,cover=124"
## [2460] "21:leaf=-0.260770053,cover=10"
## [2461] "22:leaf=-0.0503871702,cover=114"
## [2462] "6:leaf=-0.243090376,cover=10"
## [2463] "4:[f28<7.21622086] yes=7,no=8,missing=7,gain=22.0953903,cover=6640"
## [2464] "7:[f27<2.28810358] yes=11,no=12,missing=11,gain=13.9983902,cover=6629"
## [2465] "11:[f8<1.45932615] yes=15,no=16,missing=15,gain=7.0229454,cover=26"
## [2466] "15:leaf=-0.25064221,cover=10"
## [2467] "16:leaf=-0.0502265878,cover=16"
## [2468] "12:[f33<1.77284694] yes=17,no=18,missing=17,gain=14.7084179,cover=6603"
## [2469] "17:[f25<0.309025854] yes=23,no=24,missing=23,gain=10.9928627,cover=6578"
## [2470] "23:[f23<1.41320586] yes=29,no=30,missing=29,gain=12.3877001,cover=193"
## [2471] "29:[f32<1.15994525] yes=37,no=38,missing=37,gain=12.4548817,cover=179"
## [2472] "37:leaf=0.168152541,cover=10"
## [2473] "38:leaf=-0.0395913497,cover=169"
## [2474] "30:leaf=-0.206274331,cover=14"
## [2475] "24:[f9<2.22521257] yes=31,no=32,missing=31,gain=11.5985527,cover=6385"
## [2476] "31:[f10<0.257083416] yes=39,no=40,missing=39,gain=9.19598961,cover=251"
## [2477] "39:leaf=-0.152051583,cover=21"
## [2478] "40:leaf=-0.0238956753,cover=230"
## [2479] "32:[f28<4.86019707] yes=41,no=42,missing=41,gain=16.9986248,cover=6134"
## [2480] "41:leaf=0.00571213523,cover=6120"
## [2481] "42:leaf=0.207219124,cover=14"
## [2482] "18:[f3<0.315964013] yes=25,no=26,missing=25,gain=10.1169319,cover=25"
## [2483] "25:leaf=-0.248448685,cover=13"
## [2484] "26:leaf=-0.0109357238,cover=12"
## [2485] "8:leaf=0.258878231,cover=11"
## [2486] "2:leaf=0.316504389,cover=10"
## [2487] "booster[42]"
## [2488] "0:[f9<4.94539881] yes=1,no=2,missing=1,gain=28.8068409,cover=6855"
## [2489] "1:[f26<2.27342367] yes=3,no=4,missing=3,gain=13.9373703,cover=6841"
## [2490] "3:[f28<0.396314085] yes=5,no=6,missing=5,gain=22.4952984,cover=6404"
## [2491] "5:leaf=0.276055753,cover=10"
## [2492] "6:[f36<0.125420392] yes=9,no=10,missing=9,gain=14.0372572,cover=6394"
## [2493] "9:[f5<6.96400833] yes=15,no=16,missing=15,gain=14.946825,cover=5713"
## [2494] "15:[f18<0.126609772] yes=23,no=24,missing=23,gain=12.398262,cover=5618"
## [2495] "23:[f4<2.28187704] yes=35,no=36,missing=35,gain=21.7583046,cover=108"
## [2496] "35:[f27<4.21610069] yes=51,no=52,missing=51,gain=6.57466698,cover=82"
## [2497] "51:leaf=-0.0724743903,cover=60"
## [2498] "52:leaf=-0.193908587,cover=22"
## [2499] "36:[f27<3.85296416] yes=53,no=54,missing=53,gain=20.084341,cover=26"
## [2500] "53:leaf=0.271508336,cover=11"
## [2501] "54:leaf=-0.0537509955,cover=15"
## [2502] "24:[f34<0.320828617] yes=37,no=38,missing=37,gain=16.2719288,cover=5510"
## [2503] "37:leaf=0.234624222,cover=10"
## [2504] "38:[f8<0.691358089] yes=55,no=56,missing=55,gain=15.4126968,cover=5500"
## [2505] "55:leaf=0.210063502,cover=12"
## [2506] "56:leaf=0.00396600924,cover=5488"
## [2507] "16:[f18<2.23746777] yes=25,no=26,missing=25,gain=5.25236225,cover=95"
## [2508] "25:leaf=-0.0906427726,cover=80"
## [2509] "26:leaf=0.029481262,cover=15"
## [2510] "10:[f13<1.57815814] yes=17,no=18,missing=17,gain=36.0846634,cover=681"
## [2511] "17:[f19<1.38999557] yes=27,no=28,missing=27,gain=36.1992645,cover=671"
## [2512] "27:[f29<12.7750397] yes=41,no=42,missing=41,gain=18.5563507,cover=593"
## [2513] "41:[f36<0.126692474] yes=61,no=62,missing=61,gain=11.6727924,cover=566"
## [2514] "61:leaf=0.194875494,cover=10"
## [2515] "62:leaf=-0.00178780674,cover=556"
## [2516] "42:[f27<3.94867754] yes=63,no=64,missing=63,gain=39.099411,cover=27"
## [2517] "63:leaf=-0.0454192646,cover=15"
## [2518] "64:leaf=0.39985621,cover=12"
## [2519] "28:[f3<0.334970742] yes=43,no=44,missing=43,gain=86.4349136,cover=78"
## [2520] "43:leaf=-0.0256260391,cover=45"
## [2521] "44:[f5<1.09444737] yes=67,no=68,missing=67,gain=85.7245331,cover=33"
## [2522] "67:leaf=-0.00770941284,cover=13"
## [2523] "68:leaf=0.60942775,cover=20"
## [2524] "18:leaf=0.370823801,cover=10"
## [2525] "4:[f32<4.5169282] yes=7,no=8,missing=7,gain=8.89570427,cover=437"
## [2526] "7:[f32<1.1987803] yes=11,no=12,missing=11,gain=8.81696129,cover=393"
## [2527] "11:leaf=-0.167145267,cover=13"
## [2528] "12:[f5<0.487047195] yes=19,no=20,missing=19,gain=8.26532173,cover=380"
## [2529] "19:[f30<1.18033504] yes=29,no=30,missing=29,gain=16.054306,cover=123"
## [2530] "29:leaf=-0.0216939524,cover=83"
## [2531] "30:[f36<0.0363016948] yes=47,no=48,missing=47,gain=24.5491123,cover=40"
## [2532] "47:leaf=0.296518058,cover=16"
## [2533] "48:[f15<2769] yes=73,no=74,missing=73,gain=6.54120779,cover=24"
## [2534] "73:leaf=-0.0881776512,cover=13"
## [2535] "74:leaf=0.10203734,cover=11"
## [2536] "20:[f17<0.684815168] yes=31,no=32,missing=31,gain=6.24509335,cover=257"
## [2537] "31:leaf=0.100112908,cover=11"
## [2538] "32:leaf=-0.039894525,cover=246"
## [2539] "8:leaf=-0.108599313,cover=44"
## [2540] "2:leaf=-0.258580685,cover=14"
## [2541] "booster[43]"
## [2542] "0:[f3<7.99868965] yes=1,no=2,missing=1,gain=25.3071995,cover=6808"
## [2543] "1:[f34<7.99041748] yes=3,no=4,missing=3,gain=17.6711006,cover=6793"
## [2544] "3:[f38<0.5] yes=5,no=6,missing=5,gain=11.6808748,cover=6781"
## [2545] "5:[f17<4.54503393] yes=7,no=8,missing=7,gain=12.0591669,cover=5610"
## [2546] "7:[f24<0.779911518] yes=11,no=12,missing=11,gain=13.375411,cover=5599"
## [2547] "11:[f18<3.65748906] yes=17,no=18,missing=17,gain=10.5734034,cover=5374"
## [2548] "17:[f18<3.11730289] yes=27,no=28,missing=27,gain=11.7333012,cover=5331"
## [2549] "27:[f25<1.87705374] yes=45,no=46,missing=45,gain=12.518218,cover=5112"
## [2550] "45:leaf=-0.00666433247,cover=4325"
## [2551] "46:leaf=0.0192435738,cover=787"
## [2552] "28:[f1<9.72402191] yes=47,no=48,missing=47,gain=16.3097382,cover=219"
## [2553] "47:leaf=-0.252874076,cover=12"
## [2554] "48:leaf=-0.0341852158,cover=207"
## [2555] "18:[f12<0.526643991] yes=29,no=30,missing=29,gain=37.0971718,cover=43"
## [2556] "29:leaf=0.342741013,cover=13"
## [2557] "30:[f30<0.652724445] yes=49,no=50,missing=49,gain=7.55193758,cover=30"
## [2558] "49:leaf=0.0988908112,cover=10"
## [2559] "50:leaf=-0.0947697088,cover=20"
## [2560] "12:[f8<2.23035765] yes=19,no=20,missing=19,gain=57.4734344,cover=225"
## [2561] "19:[f1<10.8165493] yes=31,no=32,missing=31,gain=8.61901665,cover=191"
## [2562] "31:leaf=-0.0889692307,cover=30"
## [2563] "32:[f12<1.34040427] yes=53,no=54,missing=53,gain=7.57813549,cover=161"
## [2564] "53:leaf=0.00874217972,cover=151"
## [2565] "54:leaf=0.171354607,cover=10"
## [2566] "20:[f4<0.137527302] yes=33,no=34,missing=33,gain=60.8112946,cover=34"
## [2567] "33:leaf=0.508090377,cover=17"
## [2568] "34:leaf=0.00895746704,cover=17"
## [2569] "8:leaf=-0.191580668,cover=11"
## [2570] "6:[f30<1.17863655] yes=9,no=10,missing=9,gain=20.3668766,cover=1171"
## [2571] "9:[f1<10.9071865] yes=13,no=14,missing=13,gain=17.6036854,cover=1054"
## [2572] "13:[f2<4.79109478] yes=21,no=22,missing=21,gain=51.24897,cover=124"
## [2573] "21:[f29<8.51768494] yes=35,no=36,missing=35,gain=34.3643265,cover=89"
## [2574] "35:[f14<0.863322854] yes=55,no=56,missing=55,gain=19.0852242,cover=71"
## [2575] "55:leaf=-0.0304095335,cover=28"
## [2576] "56:leaf=0.168305457,cover=43"
## [2577] "36:leaf=0.379104465,cover=18"
## [2578] "22:leaf=-0.114802249,cover=35"
## [2579] "14:[f20<1.73131633] yes=23,no=24,missing=23,gain=15.1340151,cover=930"
## [2580] "23:[f34<2.56650639] yes=39,no=40,missing=39,gain=13.7043104,cover=917"
## [2581] "39:[f22<1.83397675] yes=59,no=60,missing=59,gain=8.26066685,cover=99"
## [2582] "59:leaf=-0.0862348527,cover=89"
## [2583] "60:leaf=0.0886538997,cover=10"
## [2584] "40:[f34<3.26164579] yes=61,no=62,missing=61,gain=17.528532,cover=818"
## [2585] "61:leaf=0.0682589486,cover=135"
## [2586] "62:leaf=-0.00605655182,cover=683"
## [2587] "24:leaf=0.196261704,cover=13"
## [2588] "10:[f32<3.64906788] yes=15,no=16,missing=15,gain=45.0480576,cover=117"
## [2589] "15:[f8<1.51135695] yes=25,no=26,missing=25,gain=36.9068718,cover=107"
## [2590] "25:[f33<0.417293549] yes=41,no=42,missing=41,gain=24.937088,cover=24"
## [2591] "41:leaf=0.453437388,cover=11"
## [2592] "42:leaf=0.0691008195,cover=13"
## [2593] "26:[f32<2.89019775] yes=43,no=44,missing=43,gain=9.05445957,cover=83"
## [2594] "43:[f2<4.27435493] yes=63,no=64,missing=63,gain=10.6621752,cover=58"
## [2595] "63:leaf=0.203300342,cover=10"
## [2596] "64:leaf=-0.00299500115,cover=48"
## [2597] "44:[f17<2.00722384] yes=65,no=66,missing=65,gain=5.66058874,cover=25"
## [2598] "65:leaf=-0.00953326281,cover=13"
## [2599] "66:leaf=-0.186733261,cover=12"
## [2600] "16:leaf=0.457635462,cover=10"
## [2601] "4:leaf=0.221949533,cover=12"
## [2602] "2:leaf=-0.236299813,cover=15"
## [2603] "booster[44]"
## [2604] "0:[f28<7.06785679] yes=1,no=2,missing=1,gain=13.441906,cover=6836"
## [2605] "1:[f3<8.12286186] yes=3,no=4,missing=3,gain=15.146183,cover=6813"
## [2606] "3:[f11<3561.68262] yes=7,no=8,missing=7,gain=14.1397562,cover=6803"
## [2607] "7:[f33<0.553051293] yes=9,no=10,missing=9,gain=13.8652678,cover=96"
## [2608] "9:[f27<4.53042984] yes=13,no=14,missing=13,gain=11.6615601,cover=80"
## [2609] "13:[f15<403] yes=17,no=18,missing=17,gain=14.4676628,cover=65"
## [2610] "17:[f14<1.31697726] yes=21,no=22,missing=21,gain=10.2385845,cover=35"
## [2611] "21:[f22<1.31185269] yes=27,no=28,missing=27,gain=5.8098526,cover=20"
## [2612] "27:leaf=-0.337908149,cover=10"
## [2613] "28:leaf=-0.119467869,cover=10"
## [2614] "22:leaf=-0.0325863436,cover=15"
## [2615] "18:leaf=0.0228578467,cover=30"
## [2616] "14:leaf=0.106828555,cover=15"
## [2617] "10:leaf=-0.227473482,cover=16"
## [2618] "8:[f11<8261.5293] yes=11,no=12,missing=11,gain=23.3869457,cover=6707"
## [2619] "11:leaf=0.236314848,cover=14"
## [2620] "12:[f18<0.0508410186] yes=15,no=16,missing=15,gain=23.4409847,cover=6693"
## [2621] "15:leaf=0.275740832,cover=10"
## [2622] "16:[f11<9835.62988] yes=19,no=20,missing=19,gain=20.1226254,cover=6683"
## [2623] "19:leaf=-0.255953401,cover=10"
## [2624] "20:[f19<0.693652153] yes=25,no=26,missing=25,gain=11.3572493,cover=6673"
## [2625] "25:[f17<3.95343447] yes=31,no=32,missing=31,gain=20.6885033,cover=1387"
## [2626] "31:leaf=-0.0191222373,cover=1350"
## [2627] "32:leaf=0.122342467,cover=37"
## [2628] "26:[f11<39282] yes=33,no=34,missing=33,gain=20.8030148,cover=5286"
## [2629] "33:leaf=0.0404845029,cover=503"
## [2630] "34:leaf=0.000102658938,cover=4783"
## [2631] "4:leaf=0.221500039,cover=10"
## [2632] "2:[f8<1.21780586] yes=5,no=6,missing=5,gain=8.60912037,cover=23"
## [2633] "5:leaf=-0.00718825683,cover=10"
## [2634] "6:leaf=-0.237598434,cover=13"
## [2635] "booster[45]"
## [2636] "0:[f6<6.35917377] yes=1,no=2,missing=1,gain=22.5186939,cover=6711"
## [2637] "1:[f27<5.75294447] yes=3,no=4,missing=3,gain=19.3321629,cover=6701"
## [2638] "3:[f14<0.564889431] yes=5,no=6,missing=5,gain=9.66271973,cover=6682"
## [2639] "5:[f20<0.394518435] yes=7,no=8,missing=7,gain=47.6204796,cover=529"
## [2640] "7:[f16<0.418898582] yes=11,no=12,missing=11,gain=25.4302197,cover=512"
## [2641] "11:[f10<2.31680727] yes=15,no=16,missing=15,gain=16.0637951,cover=451"
## [2642] "15:[f0<13.7053852] yes=23,no=24,missing=23,gain=18.3640518,cover=431"
## [2643] "23:[f3<2.23931313] yes=35,no=36,missing=35,gain=19.062748,cover=417"
## [2644] "35:leaf=-0.0676356629,cover=115"
## [2645] "36:leaf=0.0224871933,cover=302"
## [2646] "24:leaf=0.210435867,cover=14"
## [2647] "16:[f6<2.85835981] yes=25,no=26,missing=25,gain=9.00730419,cover=20"
## [2648] "25:leaf=-0.282651156,cover=10"
## [2649] "26:leaf=-0.0312080458,cover=10"
## [2650] "12:[f26<0.2461593] yes=17,no=18,missing=17,gain=51.1275253,cover=61"
## [2651] "17:[f31<0.580600381] yes=27,no=28,missing=27,gain=13.1082945,cover=48"
## [2652] "27:leaf=0.204554081,cover=11"
## [2653] "28:[f8<2.22501469] yes=37,no=38,missing=37,gain=6.60072136,cover=37"
## [2654] "37:leaf=0.0466607474,cover=21"
## [2655] "38:leaf=-0.110347837,cover=16"
## [2656] "18:leaf=0.444169283,cover=13"
## [2657] "8:leaf=0.325559407,cover=17"
## [2658] "6:[f27<2.56323385] yes=9,no=10,missing=9,gain=20.8644485,cover=6153"
## [2659] "9:leaf=0.219407007,cover=14"
## [2660] "10:[f15<864.872925] yes=13,no=14,missing=13,gain=11.807992,cover=6139"
## [2661] "13:[f8<2.71851659] yes=19,no=20,missing=19,gain=34.6025734,cover=397"
## [2662] "19:[f10<0.849752367] yes=29,no=30,missing=29,gain=13.1298313,cover=369"
## [2663] "29:[f14<1.28239465] yes=39,no=40,missing=39,gain=17.7649632,cover=77"
## [2664] "39:leaf=-0.0708314255,cover=61"
## [2665] "40:leaf=-0.291404754,cover=16"
## [2666] "30:[f22<1.67048454] yes=41,no=42,missing=41,gain=8.95406342,cover=292"
## [2667] "41:leaf=-0.015274466,cover=232"
## [2668] "42:leaf=-0.0967689976,cover=60"
## [2669] "20:[f34<5.59209585] yes=31,no=32,missing=31,gain=51.9224663,cover=28"
## [2670] "31:leaf=-0.0322908014,cover=18"
## [2671] "32:leaf=0.487417758,cover=10"
## [2672] "14:[f15<895.5] yes=21,no=22,missing=21,gain=10.3019314,cover=5742"
## [2673] "21:leaf=0.154819071,cover=14"
## [2674] "22:[f0<9.56757736] yes=33,no=34,missing=33,gain=10.7884083,cover=5728"
## [2675] "33:[f20<1.24673545] yes=43,no=44,missing=43,gain=5.48354435,cover=239"
## [2676] "43:leaf=-0.0348599479,cover=229"
## [2677] "44:leaf=-0.172085807,cover=10"
## [2678] "34:[f14<0.627281904] yes=45,no=46,missing=45,gain=9.68598652,cover=5489"
## [2679] "45:leaf=-0.0572130643,cover=104"
## [2680] "46:leaf=0.000763634336,cover=5385"
## [2681] "4:leaf=0.184966341,cover=19"
## [2682] "2:leaf=0.27009058,cover=10"
## [2683] "booster[46]"
## [2684] "0:[f16<3.40995097] yes=1,no=2,missing=1,gain=17.0967197,cover=6840"
## [2685] "1:[f6<0.228080839] yes=3,no=4,missing=3,gain=18.5422764,cover=6820"
## [2686] "3:leaf=-0.247339368,cover=10"
## [2687] "4:[f0<16.1683464] yes=7,no=8,missing=7,gain=14.6154757,cover=6810"
## [2688] "7:[f18<0.0100570275] yes=9,no=10,missing=9,gain=10.2495909,cover=6782"
## [2689] "9:leaf=0.134025037,cover=19"
## [2690] "10:[f21<3.51891565] yes=13,no=14,missing=13,gain=11.9865599,cover=6763"
## [2691] "13:[f1<8.62869453] yes=15,no=16,missing=15,gain=14.3836441,cover=6752"
## [2692] "15:leaf=0.205617934,cover=11"
## [2693] "16:[f30<0.344715059] yes=17,no=18,missing=17,gain=10.7359161,cover=6741"
## [2694] "17:[f25<0.757641494] yes=19,no=20,missing=19,gain=12.1036425,cover=1902"
## [2695] "19:leaf=0.010330461,cover=541"
## [2696] "20:leaf=-0.0230797585,cover=1361"
## [2697] "18:[f1<9.41824055] yes=21,no=22,missing=21,gain=15.5771446,cover=4839"
## [2698] "21:leaf=-0.115815111,cover=38"
## [2699] "22:leaf=0.00415017642,cover=4801"
## [2700] "14:leaf=-0.190293521,cover=11"
## [2701] "8:[f1<5.50748348] yes=11,no=12,missing=11,gain=28.9387436,cover=28"
## [2702] "11:leaf=0.0440803207,cover=15"
## [2703] "12:leaf=-0.331290662,cover=13"
## [2704] "2:[f30<0.122173958] yes=5,no=6,missing=5,gain=43.0787888,cover=20"
## [2705] "5:leaf=0.427962035,cover=10"
## [2706] "6:leaf=-0.10578388,cover=10"
## [2707] "booster[47]"
## [2708] "0:[f10<2.81485248] yes=1,no=2,missing=1,gain=12.3617849,cover=6829"
## [2709] "1:[f30<2.84975529] yes=3,no=4,missing=3,gain=13.8964825,cover=6758"
## [2710] "3:[f16<3.50774288] yes=7,no=8,missing=7,gain=10.837368,cover=6719"
## [2711] "7:[f34<7.99041748] yes=13,no=14,missing=13,gain=13.7678843,cover=6709"
## [2712] "13:[f33<1.84056449] yes=19,no=20,missing=19,gain=13.1737251,cover=6699"
## [2713] "19:[f33<1.71746767] yes=23,no=24,missing=23,gain=14.853241,cover=6673"
## [2714] "23:[f15<582] yes=29,no=30,missing=29,gain=9.5889883,cover=6663"
## [2715] "29:[f10<0.608875871] yes=31,no=32,missing=31,gain=18.142128,cover=333"
## [2716] "31:leaf=-0.15856941,cover=36"
## [2717] "32:leaf=-0.0180876143,cover=297"
## [2718] "30:[f23<1.82067847] yes=33,no=34,missing=33,gain=12.7672777,cover=6330"
## [2719] "33:leaf=-0.00145109626,cover=6298"
## [2720] "34:leaf=0.116448075,cover=32"
## [2721] "24:leaf=0.217381641,cover=10"
## [2722] "20:[f34<2.09143257] yes=25,no=26,missing=25,gain=14.9103107,cover=26"
## [2723] "25:leaf=0.0105525041,cover=13"
## [2724] "26:leaf=-0.269840062,cover=13"
## [2725] "14:leaf=0.209024027,cover=10"
## [2726] "8:leaf=0.185495809,cover=10"
## [2727] "4:[f15<2283.5] yes=9,no=10,missing=9,gain=10.3518238,cover=39"
## [2728] "9:leaf=-0.00179221178,cover=17"
## [2729] "10:leaf=-0.196449608,cover=22"
## [2730] "2:[f7<0.43439132] yes=5,no=6,missing=5,gain=6.05872536,cover=71"
## [2731] "5:leaf=-0.189003721,cover=14"
## [2732] "6:leaf=-0.0521883331,cover=57"
## [2733] "booster[48]"
## [2734] "0:[f34<7.99041748] yes=1,no=2,missing=1,gain=19.6734409,cover=6807"
## [2735] "1:[f7<0.43487668] yes=3,no=4,missing=3,gain=16.8606491,cover=6794"
## [2736] "3:[f34<1.36584282] yes=5,no=6,missing=5,gain=41.5610428,cover=104"
## [2737] "5:[f18<1.42055726] yes=9,no=10,missing=9,gain=35.3058548,cover=29"
## [2738] "9:leaf=-0.0394689329,cover=19"
## [2739] "10:leaf=0.38432315,cover=10"
## [2740] "6:[f4<0.816546381] yes=11,no=12,missing=11,gain=17.6480598,cover=75"
## [2741] "11:[f32<2.11077023] yes=15,no=16,missing=15,gain=8.04159164,cover=21"
## [2742] "15:leaf=-0.411917269,cover=10"
## [2743] "16:leaf=-0.158302814,cover=11"
## [2744] "12:[f25<2.50571704] yes=17,no=18,missing=17,gain=4.27281189,cover=54"
## [2745] "17:leaf=-0.045484405,cover=34"
## [2746] "18:[f37<0.781981587] yes=23,no=24,missing=23,gain=7.45758152,cover=20"
## [2747] "23:leaf=-0.263713062,cover=10"
## [2748] "24:leaf=-0.0341750085,cover=10"
## [2749] "4:[f16<3.12754798] yes=7,no=8,missing=7,gain=25.2341309,cover=6690"
## [2750] "7:[f1<7.11905956] yes=13,no=14,missing=13,gain=16.2571335,cover=6679"
## [2751] "13:leaf=-0.218861192,cover=11"
## [2752] "14:[f32<4.61254501] yes=19,no=20,missing=19,gain=12.0461645,cover=6668"
## [2753] "19:[f8<2.1813755] yes=25,no=26,missing=25,gain=14.382206,cover=5912"
## [2754] "25:[f21<3.26952338] yes=31,no=32,missing=31,gain=19.9909172,cover=3994"
## [2755] "31:[f7<0.948587596] yes=39,no=40,missing=39,gain=11.6907167,cover=3980"
## [2756] "39:leaf=-0.0819293112,cover=65"
## [2757] "40:leaf=-0.00169387739,cover=3915"
## [2758] "32:leaf=0.215637043,cover=14"
## [2759] "26:[f4<5.61222839] yes=33,no=34,missing=33,gain=26.6022587,cover=1918"
## [2760] "33:[f25<0.470816851] yes=41,no=42,missing=41,gain=17.9585705,cover=1900"
## [2761] "41:leaf=-0.0326549225,cover=241"
## [2762] "42:leaf=0.0224821772,cover=1659"
## [2763] "34:leaf=0.240327179,cover=18"
## [2764] "20:[f16<0.357996106] yes=27,no=28,missing=27,gain=14.3733034,cover=756"
## [2765] "27:[f15<1297.5] yes=35,no=36,missing=35,gain=14.327446,cover=128"
## [2766] "35:leaf=-0.235438168,cover=17"
## [2767] "36:leaf=-0.0526384562,cover=111"
## [2768] "28:[f7<1.13990891] yes=37,no=38,missing=37,gain=22.1408195,cover=628"
## [2769] "37:[f17<2.3849926] yes=45,no=46,missing=45,gain=37.9706497,cover=65"
## [2770] "45:leaf=0.290451407,cover=22"
## [2771] "46:leaf=-0.0102629103,cover=43"
## [2772] "38:[f13<1.65672052] yes=47,no=48,missing=47,gain=10.0693016,cover=563"
## [2773] "47:leaf=-0.024879232,cover=553"
## [2774] "48:leaf=0.157901675,cover=10"
## [2775] "8:leaf=0.275383949,cover=11"
## [2776] "2:leaf=0.224640906,cover=13"
## [2777] "booster[49]"
## [2778] "0:[f28<0.204613566] yes=1,no=2,missing=1,gain=38.83498,cover=6814"
## [2779] "1:leaf=-0.303886384,cover=14"
## [2780] "2:[f35<5.03259182] yes=3,no=4,missing=3,gain=16.4592972,cover=6800"
## [2781] "3:[f16<3.46914053] yes=5,no=6,missing=5,gain=13.9950686,cover=6789"
## [2782] "5:[f6<6.3550601] yes=7,no=8,missing=7,gain=11.2409554,cover=6772"
## [2783] "7:[f7<1.42403293] yes=9,no=10,missing=9,gain=12.765358,cover=6762"
## [2784] "9:[f18<1.99399662] yes=11,no=12,missing=11,gain=34.5800438,cover=1171"
## [2785] "11:[f6<1.15286469] yes=15,no=16,missing=15,gain=77.7974548,cover=468"
## [2786] "15:leaf=0.468710542,cover=15"
## [2787] "16:[f32<5.4989109] yes=23,no=24,missing=23,gain=60.5809708,cover=453"
## [2788] "23:leaf=0.0286355317,cover=432"
## [2789] "24:leaf=0.350370556,cover=21"
## [2790] "12:[f6<2.82793498] yes=17,no=18,missing=17,gain=19.2123985,cover=703"
## [2791] "17:[f8<0.911866069] yes=25,no=26,missing=25,gain=15.0242634,cover=558"
## [2792] "25:leaf=0.157345042,cover=15"
## [2793] "26:leaf=-0.0286214687,cover=543"
## [2794] "18:[f31<2.43968368] yes=27,no=28,missing=27,gain=24.0982895,cover=145"
## [2795] "27:leaf=0.00723085506,cover=107"
## [2796] "28:leaf=0.180895433,cover=38"
## [2797] "10:[f6<0.904221416] yes=13,no=14,missing=13,gain=9.80788994,cover=5591"
## [2798] "13:[f15<1238.5] yes=19,no=20,missing=19,gain=4.51756382,cover=118"
## [2799] "19:leaf=-0.108198471,cover=39"
## [2800] "20:[f27<2.80860114] yes=31,no=32,missing=31,gain=8.38571262,cover=79"
## [2801] "31:leaf=0.0889300406,cover=16"
## [2802] "32:leaf=-0.0606621876,cover=63"
## [2803] "14:[f18<0.052084852] yes=21,no=22,missing=21,gain=18.5179253,cover=5473"
## [2804] "21:leaf=0.223940462,cover=12"
## [2805] "22:[f6<5.0607996] yes=33,no=34,missing=33,gain=9.31253052,cover=5461"
## [2806] "33:leaf=6.60076403e-05,cover=5116"
## [2807] "34:leaf=-0.0319811702,cover=345"
## [2808] "8:leaf=0.192432672,cover=10"
## [2809] "6:leaf=-0.165446013,cover=17"
## [2810] "4:leaf=-0.220573381,cover=11"
## [2811] "booster[50]"
## [2812] "0:[f34<8.39881802] yes=1,no=2,missing=1,gain=34.0141296,cover=6808"
## [2813] "1:[f0<16.3201618] yes=3,no=4,missing=3,gain=12.9212275,cover=6798"
## [2814] "3:[f18<4.10435247] yes=5,no=6,missing=5,gain=21.8271923,cover=6776"
## [2815] "5:[f28<2.84107256] yes=9,no=10,missing=9,gain=10.4237194,cover=6763"
## [2816] "9:[f21<1.17292619] yes=11,no=12,missing=11,gain=15.3921871,cover=5188"
## [2817] "11:[f11<35223.0469] yes=15,no=16,missing=15,gain=39.130352,cover=3657"
## [2818] "15:[f5<3.71953034] yes=23,no=24,missing=23,gain=71.6027374,cover=157"
## [2819] "23:[f27<4.97969103] yes=35,no=36,missing=35,gain=73.725708,cover=137"
## [2820] "35:leaf=-5.37610467e-05,cover=126"
## [2821] "36:leaf=0.490352839,cover=11"
## [2822] "24:[f22<1.36572433] yes=37,no=38,missing=37,gain=50.9926605,cover=20"
## [2823] "37:leaf=0.699630857,cover=10"
## [2824] "38:leaf=0.0982303023,cover=10"
## [2825] "16:[f21<1.04204822] yes=25,no=26,missing=25,gain=15.5526762,cover=3500"
## [2826] "25:[f12<0.922202349] yes=39,no=40,missing=39,gain=12.6768475,cover=3227"
## [2827] "39:leaf=-0.00980004761,cover=3069"
## [2828] "40:leaf=0.04494939,cover=158"
## [2829] "26:[f36<0.158397615] yes=41,no=42,missing=41,gain=12.383625,cover=273"
## [2830] "41:leaf=0.0303553548,cover=260"
## [2831] "42:leaf=0.213191822,cover=13"
## [2832] "12:[f11<9199.72363] yes=17,no=18,missing=17,gain=14.444231,cover=1531"
## [2833] "17:leaf=-0.195216089,cover=16"
## [2834] "18:[f35<9.83061036e-05] yes=27,no=28,missing=27,gain=15.3375568,cover=1515"
## [2835] "27:[f31<1.4246484] yes=43,no=44,missing=43,gain=26.9758606,cover=36"
## [2836] "43:leaf=-0.00444265921,cover=26"
## [2837] "44:leaf=0.348564506,cover=10"
## [2838] "28:[f23<0.175638929] yes=45,no=46,missing=45,gain=9.15720177,cover=1479"
## [2839] "45:leaf=0.149112076,cover=10"
## [2840] "46:leaf=-0.024162421,cover=1469"
## [2841] "10:[f19<0.764402032] yes=13,no=14,missing=13,gain=22.1767883,cover=1575"
## [2842] "13:[f19<0.746653914] yes=19,no=20,missing=19,gain=53.4230042,cover=515"
## [2843] "19:[f28<2.85771847] yes=29,no=30,missing=29,gain=29.800396,cover=485"
## [2844] "29:leaf=0.310747117,cover=12"
## [2845] "30:[f15<2977.5] yes=47,no=48,missing=47,gain=26.9662361,cover=473"
## [2846] "47:leaf=0.0132078938,cover=462"
## [2847] "48:leaf=0.300321609,cover=11"
## [2848] "20:[f20<0.242853254] yes=31,no=32,missing=31,gain=52.2887802,cover=30"
## [2849] "31:leaf=-0.00418422651,cover=13"
## [2850] "32:leaf=0.493073881,cover=17"
## [2851] "14:[f21<0.10414812] yes=21,no=22,missing=21,gain=16.5247707,cover=1060"
## [2852] "21:leaf=0.180865154,cover=16"
## [2853] "22:[f15<933] yes=33,no=34,missing=33,gain=12.827033,cover=1044"
## [2854] "33:[f21<0.563242912] yes=49,no=50,missing=49,gain=5.53944302,cover=154"
## [2855] "49:leaf=0.053255409,cover=14"
## [2856] "50:leaf=-0.0685772747,cover=140"
## [2857] "34:[f26<0.116715878] yes=51,no=52,missing=51,gain=13.4560165,cover=890"
## [2858] "51:leaf=0.138439417,cover=24"
## [2859] "52:leaf=-0.00224500243,cover=866"
## [2860] "6:leaf=-0.238160729,cover=13"
## [2861] "4:[f22<0.807757735] yes=7,no=8,missing=7,gain=10.2335911,cover=22"
## [2862] "7:leaf=0.260341138,cover=11"
## [2863] "8:leaf=0.00721602608,cover=11"
## [2864] "2:leaf=-0.334578872,cover=10"
## [2865] "booster[51]"
## [2866] "0:[f35<5.38637304] yes=1,no=2,missing=1,gain=19.2845097,cover=6769"
## [2867] "1:[f29<0.772235453] yes=3,no=4,missing=3,gain=13.69664,cover=6759"
## [2868] "3:[f2<7.92021942] yes=5,no=6,missing=5,gain=20.6548271,cover=165"
## [2869] "5:[f38<0.5] yes=9,no=10,missing=9,gain=9.77175713,cover=154"
## [2870] "9:[f40<0.5] yes=15,no=16,missing=15,gain=12.6780777,cover=137"
## [2871] "15:[f17<0.0889629126] yes=25,no=26,missing=25,gain=16.972147,cover=107"
## [2872] "25:leaf=0.190667421,cover=11"
## [2873] "26:[f12<0.574375033] yes=41,no=42,missing=41,gain=6.59620476,cover=96"
## [2874] "41:leaf=-0.0199813675,cover=74"
## [2875] "42:leaf=-0.136265054,cover=22"
## [2876] "16:[f12<0.146908864] yes=27,no=28,missing=27,gain=16.5777531,cover=30"
## [2877] "27:leaf=-0.346181154,cover=10"
## [2878] "28:leaf=-0.0538051352,cover=20"
## [2879] "10:leaf=-0.201914251,cover=17"
## [2880] "6:leaf=0.187491402,cover=11"
## [2881] "4:[f8<2.63682604] yes=7,no=8,missing=7,gain=14.0783863,cover=6594"
## [2882] "7:[f30<1.88287985] yes=11,no=12,missing=11,gain=18.4623184,cover=5629"
## [2883] "11:[f11<11819.1016] yes=17,no=18,missing=17,gain=11.432107,cover=5553"
## [2884] "17:[f17<0.704666257] yes=29,no=30,missing=29,gain=12.0554352,cover=76"
## [2885] "29:leaf=-0.205305427,cover=18"
## [2886] "30:[f18<0.991183996] yes=45,no=46,missing=45,gain=22.5385742,cover=58"
## [2887] "45:leaf=0.201333791,cover=11"
## [2888] "46:leaf=-0.0885118321,cover=47"
## [2889] "18:[f37<0.140405715] yes=31,no=32,missing=31,gain=8.59642124,cover=5477"
## [2890] "31:[f16<1.50981855] yes=47,no=48,missing=47,gain=15.9020882,cover=2104"
## [2891] "47:[f12<0.202594936] yes=67,no=68,missing=67,gain=21.9853039,cover=1499"
## [2892] "67:leaf=0.102283038,cover=49"
## [2893] "68:leaf=-0.0252560973,cover=1450"
## [2894] "48:[f12<0.931266904] yes=69,no=70,missing=69,gain=36.6733437,cover=605"
## [2895] "69:leaf=0.0071201371,cover=588"
## [2896] "70:leaf=0.281086892,cover=17"
## [2897] "32:[f37<0.141725957] yes=49,no=50,missing=49,gain=16.5010223,cover=3373"
## [2898] "49:[f17<1.81224918] yes=71,no=72,missing=71,gain=27.3735752,cover=25"
## [2899] "71:leaf=-0.0105801178,cover=15"
## [2900] "72:leaf=0.381378025,cover=10"
## [2901] "50:[f14<0.652421832] yes=73,no=74,missing=73,gain=8.39128876,cover=3348"
## [2902] "73:leaf=0.0374783128,cover=242"
## [2903] "74:leaf=0.000998196891,cover=3106"
## [2904] "12:[f17<2.97064352] yes=19,no=20,missing=19,gain=30.2330799,cover=76"
## [2905] "19:[f37<0.483504772] yes=33,no=34,missing=33,gain=22.2290554,cover=66"
## [2906] "33:[f18<1.14977765] yes=51,no=52,missing=51,gain=14.037878,cover=49"
## [2907] "51:leaf=0.105758339,cover=18"
## [2908] "52:leaf=-0.0995003879,cover=31"
## [2909] "34:leaf=0.221782744,cover=17"
## [2910] "20:leaf=0.38150388,cover=10"
## [2911] "8:[f4<2.13722706] yes=13,no=14,missing=13,gain=40.0486603,cover=965"
## [2912] "13:[f9<2.94893122] yes=21,no=22,missing=21,gain=30.699276,cover=891"
## [2913] "21:[f1<9.17425823] yes=35,no=36,missing=35,gain=23.0964088,cover=761"
## [2914] "35:leaf=0.27008912,cover=10"
## [2915] "36:[f10<0.309011519] yes=53,no=54,missing=53,gain=9.82874584,cover=751"
## [2916] "53:[f17<3.26797628] yes=77,no=78,missing=77,gain=7.24360657,cover=56"
## [2917] "77:leaf=-0.119871333,cover=42"
## [2918] "78:leaf=0.0346110538,cover=14"
## [2919] "54:[f16<1.17893004] yes=79,no=80,missing=79,gain=11.0561161,cover=695"
## [2920] "79:leaf=0.00866810512,cover=620"
## [2921] "80:leaf=-0.0677240416,cover=75"
## [2922] "22:[f18<1.80260038] yes=37,no=38,missing=37,gain=73.5593948,cover=130"
## [2923] "37:[f27<4.4527216] yes=55,no=56,missing=55,gain=80.8825836,cover=35"
## [2924] "55:[f0<12.4404774] yes=81,no=82,missing=81,gain=15.0160818,cover=20"
## [2925] "81:leaf=0.22383441,cover=10"
## [2926] "82:leaf=-0.0899078101,cover=10"
## [2927] "56:leaf=0.644448042,cover=15"
## [2928] "38:[f15<1496] yes=57,no=58,missing=57,gain=12.6899271,cover=95"
## [2929] "57:leaf=-0.0876755267,cover=31"
## [2930] "58:[f5<3.01628113] yes=85,no=86,missing=85,gain=16.675272,cover=64"
## [2931] "85:leaf=0.0119794598,cover=53"
## [2932] "86:leaf=0.259037465,cover=11"
## [2933] "14:[f11<50805] yes=23,no=24,missing=23,gain=24.1215515,cover=74"
## [2934] "23:leaf=0.41699329,cover=10"
## [2935] "24:[f27<4.12509441] yes=39,no=40,missing=39,gain=16.7998085,cover=64"
## [2936] "39:leaf=0.302882284,cover=12"
## [2937] "40:[f31<3.59946823] yes=59,no=60,missing=59,gain=12.3288097,cover=52"
## [2938] "59:[f16<0.628635526] yes=87,no=88,missing=87,gain=6.98331785,cover=42"
## [2939] "87:leaf=0.0997992456,cover=18"
## [2940] "88:leaf=-0.0523091368,cover=24"
## [2941] "60:leaf=0.238893345,cover=10"
## [2942] "2:leaf=0.251944214,cover=10"
## [2943] "booster[52]"
## [2944] "0:[f9<1.55171156] yes=1,no=2,missing=1,gain=20.4907875,cover=6849"
## [2945] "1:[f3<1.34727478] yes=3,no=4,missing=3,gain=9.61377525,cover=38"
## [2946] "3:leaf=-0.0715077817,cover=27"
## [2947] "4:leaf=-0.27909109,cover=11"
## [2948] "2:[f11<3871.81567] yes=5,no=6,missing=5,gain=30.5857182,cover=6811"
## [2949] "5:[f33<0.702856779] yes=9,no=10,missing=9,gain=69.040657,cover=110"
## [2950] "9:[f35<0.665410936] yes=13,no=14,missing=13,gain=30.6967964,cover=97"
## [2951] "13:[f19<1.60139251] yes=17,no=18,missing=17,gain=13.2735786,cover=83"
## [2952] "17:[f34<0.784412742] yes=23,no=24,missing=23,gain=9.91228199,cover=73"
## [2953] "23:leaf=0.134291977,cover=10"
## [2954] "24:[f12<0.933123708] yes=29,no=30,missing=29,gain=7.79473209,cover=63"
## [2955] "29:leaf=-0.109743722,cover=40"
## [2956] "30:leaf=0.0267813876,cover=23"
## [2957] "18:leaf=0.190421104,cover=10"
## [2958] "14:leaf=0.290441245,cover=14"
## [2959] "10:leaf=0.491239935,cover=13"
## [2960] "6:[f34<7.43717766] yes=11,no=12,missing=11,gain=12.366128,cover=6701"
## [2961] "11:[f13<1.90532351] yes=15,no=16,missing=15,gain=11.2007551,cover=6684"
## [2962] "15:[f23<1.80877912] yes=19,no=20,missing=19,gain=12.3204861,cover=6650"
## [2963] "19:[f22<1.69447589] yes=25,no=26,missing=25,gain=11.1712503,cover=6617"
## [2964] "25:[f18<0.0539265983] yes=31,no=32,missing=31,gain=13.2913609,cover=5620"
## [2965] "31:leaf=-0.195230991,cover=12"
## [2966] "32:[f37<0.0724587366] yes=39,no=40,missing=39,gain=9.57590866,cover=5608"
## [2967] "39:leaf=-0.0208969209,cover=972"
## [2968] "40:leaf=-0.000267386611,cover=4636"
## [2969] "26:[f24<0.562797308] yes=33,no=34,missing=33,gain=19.7159119,cover=997"
## [2970] "33:[f1<10.7257042] yes=41,no=42,missing=41,gain=19.5317802,cover=814"
## [2971] "41:leaf=0.077352792,cover=113"
## [2972] "42:leaf=-0.00701674726,cover=701"
## [2973] "34:[f3<0.0326776505] yes=43,no=44,missing=43,gain=13.0873642,cover=183"
## [2974] "43:leaf=0.222384587,cover=18"
## [2975] "44:leaf=0.0558011532,cover=165"
## [2976] "20:[f34<2.82262754] yes=27,no=28,missing=27,gain=12.5455704,cover=33"
## [2977] "27:leaf=0.22791858,cover=16"
## [2978] "28:leaf=-0.00166233547,cover=17"
## [2979] "16:leaf=-0.107663088,cover=34"
## [2980] "12:leaf=-0.157904714,cover=17"
## [2981] "booster[53]"
## [2982] "0:[f22<0.000719207979] yes=1,no=2,missing=1,gain=36.4835358,cover=6770"
## [2983] "1:[f27<4.64724445] yes=3,no=4,missing=3,gain=54.4319954,cover=37"
## [2984] "3:leaf=0.0752662718,cover=16"
## [2985] "4:[f4<0.500592947] yes=7,no=8,missing=7,gain=10.3953705,cover=21"
## [2986] "7:leaf=-0.517909467,cover=10"
## [2987] "8:leaf=-0.220116377,cover=11"
## [2988] "2:[f28<7.21622086] yes=5,no=6,missing=5,gain=13.317565,cover=6733"
## [2989] "5:[f29<18.8981133] yes=9,no=10,missing=9,gain=12.7756748,cover=6715"
## [2990] "9:[f2<3.30891752] yes=11,no=12,missing=11,gain=14.6691732,cover=6556"
## [2991] "11:[f9<2.47692657] yes=15,no=16,missing=15,gain=27.782299,cover=3512"
## [2992] "15:[f31<1.75163114] yes=21,no=22,missing=21,gain=43.1570892,cover=159"
## [2993] "21:[f12<1.55505013] yes=31,no=32,missing=31,gain=23.2378826,cover=129"
## [2994] "31:[f20<0.368316531] yes=49,no=50,missing=49,gain=8.34783936,cover=106"
## [2995] "49:leaf=-0.0284337699,cover=83"
## [2996] "50:leaf=0.0979924873,cover=23"
## [2997] "32:[f28<3.04949713] yes=51,no=52,missing=51,gain=31.3139019,cover=23"
## [2998] "51:leaf=0.421623856,cover=11"
## [2999] "52:leaf=-0.00949696917,cover=12"
## [3000] "22:[f29<6.02083969] yes=33,no=34,missing=33,gain=20.5299911,cover=30"
## [3001] "33:leaf=0.145696595,cover=18"
## [3002] "34:leaf=0.470297366,cover=12"
## [3003] "16:[f27<4.36797667] yes=23,no=24,missing=23,gain=17.5284042,cover=3353"
## [3004] "23:[f3<0.0323328935] yes=35,no=36,missing=35,gain=20.6622601,cover=2411"
## [3005] "35:[f37<0.0466904268] yes=53,no=54,missing=53,gain=147.658798,cover=108"
## [3006] "53:leaf=0.667668164,cover=13"
## [3007] "54:leaf=0.00989890099,cover=95"
## [3008] "36:[f20<1.30242109] yes=55,no=56,missing=55,gain=17.1369057,cover=2303"
## [3009] "55:leaf=0.00774568319,cover=2252"
## [3010] "56:leaf=0.117529921,cover=51"
## [3011] "24:[f18<0.151940912] yes=37,no=38,missing=37,gain=7.25782394,cover=942"
## [3012] "37:leaf=-0.156698912,cover=12"
## [3013] "38:[f18<0.189100921] yes=57,no=58,missing=57,gain=7.57732773,cover=930"
## [3014] "57:leaf=0.141670167,cover=10"
## [3015] "58:leaf=-0.0162323471,cover=920"
## [3016] "12:[f37<0.0673348308] yes=17,no=18,missing=17,gain=10.3118801,cover=3044"
## [3017] "17:[f28<1.8905338] yes=25,no=26,missing=25,gain=16.7336617,cover=321"
## [3018] "25:leaf=-0.172874406,cover=30"
## [3019] "26:[f14<1.48033929] yes=41,no=42,missing=41,gain=16.6762581,cover=291"
## [3020] "41:[f4<0.288372695] yes=59,no=60,missing=59,gain=5.90987587,cover=176"
## [3021] "59:leaf=-0.122448884,cover=44"
## [3022] "60:leaf=-0.0424517579,cover=132"
## [3023] "42:[f12<0.321622252] yes=61,no=62,missing=61,gain=15.9793005,cover=115"
## [3024] "61:leaf=-0.0680077821,cover=39"
## [3025] "62:leaf=0.0793938562,cover=76"
## [3026] "18:[f32<5.59495306] yes=27,no=28,missing=27,gain=10.1768532,cover=2723"
## [3027] "27:[f13<1.58159673] yes=43,no=44,missing=43,gain=18.049551,cover=2683"
## [3028] "43:[f5<5.70911694] yes=63,no=64,missing=63,gain=8.49055862,cover=2648"
## [3029] "63:leaf=-0.0057716025,cover=2617"
## [3030] "64:leaf=0.0922067016,cover=31"
## [3031] "44:[f25<1.89698601] yes=65,no=66,missing=65,gain=8.46245956,cover=35"
## [3032] "65:leaf=-0.200166151,cover=24"
## [3033] "66:leaf=-0.00108384655,cover=11"
## [3034] "28:[f3<0.328177869] yes=45,no=46,missing=45,gain=48.0684013,cover=40"
## [3035] "45:[f8<3.05610609] yes=67,no=68,missing=67,gain=9.19873714,cover=29"
## [3036] "67:leaf=-0.117019333,cover=19"
## [3037] "68:leaf=0.0987704843,cover=10"
## [3038] "46:leaf=0.406897992,cover=11"
## [3039] "10:[f14<0.209541336] yes=13,no=14,missing=13,gain=5.59144783,cover=159"
## [3040] "13:leaf=-0.14709641,cover=19"
## [3041] "14:leaf=-0.0395312272,cover=140"
## [3042] "6:leaf=0.158058569,cover=18"
## [3043] "booster[54]"
## [3044] "0:[f9<4.71621799] yes=1,no=2,missing=1,gain=14.0720329,cover=6840"
## [3045] "1:[f27<5.76394081] yes=3,no=4,missing=3,gain=17.9592514,cover=6825"
## [3046] "3:[f21<1.18926406] yes=5,no=6,missing=5,gain=10.993248,cover=6809"
## [3047] "5:[f11<36119.5586] yes=7,no=8,missing=7,gain=16.3438148,cover=4465"
## [3048] "7:[f36<0.123731062] yes=11,no=12,missing=11,gain=71.498703,cover=291"
## [3049] "11:[f2<3.9889257] yes=17,no=18,missing=17,gain=22.4358559,cover=280"
## [3050] "17:[f1<12.2597027] yes=27,no=28,missing=27,gain=59.5179749,cover=182"
## [3051] "27:[f33<0.396973342] yes=39,no=40,missing=39,gain=65.6579514,cover=48"
## [3052] "39:leaf=0.125390396,cover=38"
## [3053] "40:leaf=0.654980242,cover=10"
## [3054] "28:[f15<737.451233] yes=41,no=42,missing=41,gain=20.6575871,cover=134"
## [3055] "41:leaf=-0.0546759553,cover=83"
## [3056] "42:leaf=0.0969434306,cover=51"
## [3057] "18:[f28<1.97131443] yes=29,no=30,missing=29,gain=8.69105434,cover=98"
## [3058] "29:leaf=-0.137112394,cover=25"
## [3059] "30:[f8<1.84816861] yes=45,no=46,missing=45,gain=8.03637409,cover=73"
## [3060] "45:leaf=-0.0674400702,cover=39"
## [3061] "46:leaf=0.056625139,cover=34"
## [3062] "12:leaf=0.50084275,cover=11"
## [3063] "8:[f1<9.20574188] yes=13,no=14,missing=13,gain=12.1671677,cover=4174"
## [3064] "13:leaf=-0.137611508,cover=21"
## [3065] "14:[f35<4.5368247] yes=21,no=22,missing=21,gain=12.4581165,cover=4153"
## [3066] "21:[f33<1.7299695] yes=31,no=32,missing=31,gain=9.26428032,cover=4140"
## [3067] "31:[f21<1.11227655] yes=47,no=48,missing=47,gain=9.3499794,cover=4126"
## [3068] "47:leaf=0.00131396449,cover=3937"
## [3069] "48:leaf=0.0442528874,cover=189"
## [3070] "32:leaf=-0.145554677,cover=14"
## [3071] "22:leaf=0.181394979,cover=13"
## [3072] "6:[f33<1.7739073] yes=9,no=10,missing=9,gain=17.9381313,cover=2344"
## [3073] "9:[f32<5.27612019] yes=15,no=16,missing=15,gain=15.4377069,cover=2334"
## [3074] "15:[f36<0.235406578] yes=23,no=24,missing=23,gain=14.3634291,cover=2296"
## [3075] "23:[f4<5.9880929] yes=33,no=34,missing=33,gain=10.5608101,cover=2262"
## [3076] "33:[f30<1.17349207] yes=49,no=50,missing=49,gain=10.960475,cover=2199"
## [3077] "49:leaf=-0.0124819912,cover=2068"
## [3078] "50:leaf=0.0437116399,cover=131"
## [3079] "34:[f17<1.38742328] yes=51,no=52,missing=51,gain=8.49536228,cover=63"
## [3080] "51:leaf=0.0463449806,cover=13"
## [3081] "52:leaf=-0.121942468,cover=50"
## [3082] "24:[f24<0.384190381] yes=35,no=36,missing=35,gain=31.997139,cover=34"
## [3083] "35:[f36<0.293603897] yes=53,no=54,missing=53,gain=5.73868847,cover=23"
## [3084] "53:leaf=0.0840017945,cover=10"
## [3085] "54:leaf=-0.0986261964,cover=13"
## [3086] "36:leaf=0.361023366,cover=11"
## [3087] "16:leaf=-0.129432723,cover=38"
## [3088] "10:leaf=0.230533019,cover=10"
## [3089] "4:leaf=-0.194420636,cover=16"
## [3090] "2:leaf=0.177155778,cover=15"
## [3091] "booster[55]"
## [3092] "0:[f28<7.33350849] yes=1,no=2,missing=1,gain=14.4781628,cover=6757"
## [3093] "1:[f5<0.819103777] yes=3,no=4,missing=3,gain=12.2148857,cover=6737"
## [3094] "3:[f18<3.88647962] yes=7,no=8,missing=7,gain=16.4972935,cover=1788"
## [3095] "7:[f34<6.42477989] yes=11,no=12,missing=11,gain=13.6766081,cover=1778"
## [3096] "11:[f25<0.855040312] yes=17,no=18,missing=17,gain=9.77724934,cover=1725"
## [3097] "17:[f33<1.21836686] yes=23,no=24,missing=23,gain=20.1188793,cover=254"
## [3098] "23:[f38<0.5] yes=33,no=34,missing=33,gain=6.32122231,cover=244"
## [3099] "33:leaf=-0.039346125,cover=194"
## [3100] "34:leaf=-0.114602551,cover=50"
## [3101] "24:leaf=0.206531629,cover=10"
## [3102] "18:[f25<0.87158227] yes=25,no=26,missing=25,gain=17.1510715,cover=1471"
## [3103] "25:leaf=0.212197348,cover=12"
## [3104] "26:[f34<0.508737206] yes=35,no=36,missing=35,gain=7.90615559,cover=1459"
## [3105] "35:leaf=-0.14246957,cover=14"
## [3106] "36:[f10<0.127474099] yes=49,no=50,missing=49,gain=7.96473598,cover=1445"
## [3107] "49:leaf=0.155767024,cover=10"
## [3108] "50:leaf=-0.00572287617,cover=1435"
## [3109] "12:[f6<1.57799745] yes=19,no=20,missing=19,gain=5.79755783,cover=53"
## [3110] "19:leaf=-0.0178904273,cover=18"
## [3111] "20:[f21<0.41288811] yes=27,no=28,missing=27,gain=5.79045677,cover=35"
## [3112] "27:leaf=-0.204228878,cover=23"
## [3113] "28:leaf=-0.0394474901,cover=12"
## [3114] "8:leaf=0.219400451,cover=10"
## [3115] "4:[f3<7.12417316] yes=9,no=10,missing=9,gain=30.1736927,cover=4949"
## [3116] "9:[f1<8.14283752] yes=13,no=14,missing=13,gain=10.9176035,cover=4921"
## [3117] "13:leaf=0.193790808,cover=10"
## [3118] "14:[f7<0.533125877] yes=21,no=22,missing=21,gain=12.1373816,cover=4911"
## [3119] "21:[f16<0.252423942] yes=29,no=30,missing=29,gain=5.1971674,cover=56"
## [3120] "29:leaf=-0.00644725002,cover=21"
## [3121] "30:leaf=-0.125111386,cover=35"
## [3122] "22:[f36<0.50559622] yes=31,no=32,missing=31,gain=14.785881,cover=4855"
## [3123] "31:[f15<2213.5] yes=43,no=44,missing=43,gain=14.037899,cover=4841"
## [3124] "43:[f26<1.93964148] yes=51,no=52,missing=51,gain=12.7086296,cover=4457"
## [3125] "51:leaf=0.00419172039,cover=4359"
## [3126] "52:leaf=-0.0643088594,cover=98"
## [3127] "44:[f26<0.346126199] yes=53,no=54,missing=53,gain=21.5633793,cover=384"
## [3128] "53:leaf=0.30136469,cover=10"
## [3129] "54:leaf=0.0325335562,cover=374"
## [3130] "32:leaf=0.19366014,cover=14"
## [3131] "10:[f15<1190] yes=15,no=16,missing=15,gain=31.186573,cover=28"
## [3132] "15:leaf=0.450074404,cover=10"
## [3133] "16:leaf=0.0432641208,cover=18"
## [3134] "2:[f7<0.135936141] yes=5,no=6,missing=5,gain=6.80057526,cover=20"
## [3135] "5:leaf=-0.0382411331,cover=10"
## [3136] "6:leaf=-0.258188814,cover=10"
## [3137] "booster[56]"
## [3138] "0:[f33<1.7767117] yes=1,no=2,missing=1,gain=39.2447243,cover=6762"
## [3139] "1:[f1<16.3074589] yes=3,no=4,missing=3,gain=10.8177385,cover=6737"
## [3140] "3:[f1<15.7265568] yes=7,no=8,missing=7,gain=12.9261475,cover=6715"
## [3141] "7:[f34<7.32213449] yes=11,no=12,missing=11,gain=12.1716976,cover=6704"
## [3142] "11:[f14<0.482036114] yes=13,no=14,missing=13,gain=10.0045204,cover=6679"
## [3143] "13:[f31<1.17616332] yes=17,no=18,missing=17,gain=33.5211296,cover=372"
## [3144] "17:[f10<0.611955285] yes=21,no=22,missing=21,gain=18.5730572,cover=292"
## [3145] "21:leaf=-0.0870511681,cover=66"
## [3146] "22:[f19<0.578658223] yes=29,no=30,missing=29,gain=14.8301945,cover=226"
## [3147] "29:leaf=-0.0180724971,cover=123"
## [3148] "30:leaf=0.0787948295,cover=103"
## [3149] "18:[f22<1.02300394] yes=23,no=24,missing=23,gain=58.4457207,cover=80"
## [3150] "23:[f1<12.7873583] yes=31,no=32,missing=31,gain=56.4258041,cover=23"
## [3151] "31:leaf=0.064111948,cover=11"
## [3152] "32:leaf=0.652368367,cover=12"
## [3153] "24:[f1<11.4800205] yes=33,no=34,missing=33,gain=12.584959,cover=57"
## [3154] "33:leaf=0.182219625,cover=14"
## [3155] "34:leaf=-0.0185423959,cover=43"
## [3156] "14:[f1<7.29594994] yes=19,no=20,missing=19,gain=10.7699766,cover=6307"
## [3157] "19:leaf=0.185304374,cover=10"
## [3158] "20:[f18<1.65493226] yes=25,no=26,missing=25,gain=10.8210707,cover=6297"
## [3159] "25:[f34<6.32003117] yes=35,no=36,missing=35,gain=18.9268551,cover=3785"
## [3160] "35:leaf=0.00322384317,cover=3754"
## [3161] "36:leaf=0.149238646,cover=31"
## [3162] "26:[f3<7.3792367] yes=37,no=38,missing=37,gain=11.4251146,cover=2512"
## [3163] "37:leaf=-0.0126507673,cover=2494"
## [3164] "38:leaf=0.134531409,cover=18"
## [3165] "12:[f24<0.159273356] yes=15,no=16,missing=15,gain=43.185936,cover=25"
## [3166] "15:leaf=-0.0743107721,cover=15"
## [3167] "16:leaf=0.414848506,cover=10"
## [3168] "8:leaf=0.197070941,cover=11"
## [3169] "4:[f29<8.63681602] yes=9,no=10,missing=9,gain=8.21131516,cover=22"
## [3170] "9:leaf=-0.246905223,cover=10"
## [3171] "10:leaf=-0.0190334152,cover=12"
## [3172] "2:[f2<1.57047832] yes=5,no=6,missing=5,gain=26.9424896,cover=25"
## [3173] "5:leaf=-0.457346588,cover=10"
## [3174] "6:leaf=-0.0627765879,cover=15"
## [3175] "booster[57]"
## [3176] "0:[f28<0.47397837] yes=1,no=2,missing=1,gain=31.0985775,cover=6798"
## [3177] "1:[f16<0.608003497] yes=3,no=4,missing=3,gain=19.2340584,cover=22"
## [3178] "3:leaf=-0.0217847433,cover=10"
## [3179] "4:leaf=-0.372843266,cover=12"
## [3180] "2:[f6<6.28900337] yes=5,no=6,missing=5,gain=19.2534313,cover=6776"
## [3181] "5:[f10<0.197893217] yes=7,no=8,missing=7,gain=11.8599749,cover=6766"
## [3182] "7:[f34<0.723209262] yes=9,no=10,missing=9,gain=8.0014286,cover=92"
## [3183] "9:leaf=-0.199762478,cover=13"
## [3184] "10:[f8<2.16104245] yes=13,no=14,missing=13,gain=5.03870726,cover=79"
## [3185] "13:leaf=0.056342449,cover=14"
## [3186] "14:leaf=-0.0656750128,cover=65"
## [3187] "8:[f12<0.00489906454] yes=11,no=12,missing=11,gain=12.4218082,cover=6674"
## [3188] "11:[f10<2.10405779] yes=15,no=16,missing=15,gain=40.9005203,cover=25"
## [3189] "15:leaf=0.351443172,cover=13"
## [3190] "16:leaf=-0.116861038,cover=12"
## [3191] "12:[f22<2.58428144] yes=17,no=18,missing=17,gain=12.3395958,cover=6649"
## [3192] "17:[f34<7.39639187] yes=21,no=22,missing=21,gain=11.4738493,cover=6603"
## [3193] "21:[f14<0.957431197] yes=27,no=28,missing=27,gain=10.4703131,cover=6588"
## [3194] "27:[f18<0.762119532] yes=33,no=34,missing=33,gain=22.7486801,cover=1701"
## [3195] "33:leaf=0.11848598,cover=70"
## [3196] "34:leaf=0.00915832166,cover=1631"
## [3197] "28:[f37<0.0364481583] yes=35,no=36,missing=35,gain=12.9516888,cover=4887"
## [3198] "35:leaf=-0.0389727391,cover=341"
## [3199] "36:leaf=-0.00082340301,cover=4546"
## [3200] "22:leaf=-0.15933542,cover=15"
## [3201] "18:[f6<3.8704865] yes=23,no=24,missing=23,gain=6.7272253,cover=46"
## [3202] "23:leaf=-0.155576825,cover=27"
## [3203] "24:leaf=-0.00931362621,cover=19"
## [3204] "6:leaf=-0.250864655,cover=10"
## [3205] "booster[58]"
## [3206] "0:[f39<0.5] yes=1,no=2,missing=1,gain=9.20573711,cover=6896"
## [3207] "1:[f23<1.19426942] yes=3,no=4,missing=3,gain=8.68563175,cover=5728"
## [3208] "3:[f11<16228] yes=7,no=8,missing=7,gain=9.15212631,cover=5088"
## [3209] "7:[f23<0.64032805] yes=15,no=16,missing=15,gain=21.7282619,cover=104"
## [3210] "15:[f1<12.2456474] yes=29,no=30,missing=29,gain=15.3291664,cover=47"
## [3211] "29:[f33<0.152678281] yes=51,no=52,missing=51,gain=15.0982027,cover=23"
## [3212] "51:leaf=0.00402088929,cover=13"
## [3213] "52:leaf=0.305277735,cover=10"
## [3214] "30:[f10<0.861827016] yes=53,no=54,missing=53,gain=5.2107954,cover=24"
## [3215] "53:leaf=-0.166876823,cover=10"
## [3216] "54:leaf=0.00655472791,cover=14"
## [3217] "16:[f28<2.62353945] yes=31,no=32,missing=31,gain=20.0800362,cover=57"
## [3218] "31:leaf=-0.326403469,cover=14"
## [3219] "32:[f35<0.515451312] yes=55,no=56,missing=55,gain=5.96049404,cover=43"
## [3220] "55:[f13<0.87665844] yes=79,no=80,missing=79,gain=6.84281349,cover=33"
## [3221] "79:leaf=-0.187888578,cover=17"
## [3222] "80:leaf=-0.0168135744,cover=16"
## [3223] "56:leaf=0.054007303,cover=10"
## [3224] "8:[f18<0.0592112727] yes=17,no=18,missing=17,gain=9.37473869,cover=4984"
## [3225] "17:leaf=-0.158017606,cover=13"
## [3226] "18:[f32<5.65124512] yes=33,no=34,missing=33,gain=8.4298315,cover=4971"
## [3227] "33:[f29<3.75880456] yes=57,no=58,missing=57,gain=7.77664423,cover=4930"
## [3228] "57:[f18<3.90948081] yes=81,no=82,missing=81,gain=12.6631413,cover=1134"
## [3229] "81:[f11<237078.5] yes=119,no=120,missing=119,gain=9.85173321,cover=1124"
## [3230] "119:leaf=-0.0202397294,cover=1108"
## [3231] "120:leaf=0.124844365,cover=16"
## [3232] "82:leaf=0.185824305,cover=10"
## [3233] "58:[f32<5.15865755] yes=83,no=84,missing=83,gain=13.9530525,cover=3796"
## [3234] "83:[f26<2.27386045] yes=121,no=122,missing=121,gain=6.3725152,cover=3726"
## [3235] "121:leaf=0.00204306003,cover=3520"
## [3236] "122:leaf=-0.0320887081,cover=206"
## [3237] "84:[f13<1.29021978] yes=123,no=124,missing=123,gain=27.0126705,cover=70"
## [3238] "123:leaf=0.0342205502,cover=60"
## [3239] "124:leaf=0.357262999,cover=10"
## [3240] "34:leaf=-0.0874333009,cover=41"
## [3241] "4:[f14<0.452224672] yes=9,no=10,missing=9,gain=18.4049759,cover=640"
## [3242] "9:[f28<2.90616894] yes=19,no=20,missing=19,gain=57.2668228,cover=35"
## [3243] "19:leaf=0.487230927,cover=11"
## [3244] "20:leaf=-0.0178783759,cover=24"
## [3245] "10:[f17<0.799671173] yes=21,no=22,missing=21,gain=14.8390989,cover=605"
## [3246] "21:[f16<1.53407502] yes=37,no=38,missing=37,gain=44.5260201,cover=176"
## [3247] "37:leaf=0.425356358,cover=10"
## [3248] "38:[f27<4.2557416] yes=61,no=62,missing=61,gain=11.6353264,cover=166"
## [3249] "61:[f20<0.970123887] yes=89,no=90,missing=89,gain=23.3781853,cover=82"
## [3250] "89:[f21<0.522540212] yes=125,no=126,missing=125,gain=22.5738831,cover=29"
## [3251] "125:leaf=0.403958589,cover=12"
## [3252] "126:leaf=0.0680133253,cover=17"
## [3253] "90:[f0<11.4937468] yes=127,no=128,missing=127,gain=7.20440674,cover=53"
## [3254] "127:leaf=-0.0449790433,cover=34"
## [3255] "128:leaf=0.0972715616,cover=19"
## [3256] "62:[f34<3.11798191] yes=91,no=92,missing=91,gain=13.2988253,cover=84"
## [3257] "91:[f10<1.65611124] yes=129,no=130,missing=129,gain=6.43884373,cover=40"
## [3258] "129:leaf=0.106696077,cover=29"
## [3259] "130:leaf=-0.0584459566,cover=11"
## [3260] "92:leaf=-0.0879287124,cover=44"
## [3261] "22:[f20<0.153305307] yes=39,no=40,missing=39,gain=7.94760132,cover=429"
## [3262] "39:[f29<6.62871265] yes=63,no=64,missing=63,gain=10.01684,cover=78"
## [3263] "63:leaf=0.213514552,cover=10"
## [3264] "64:[f19<0.721727967] yes=93,no=94,missing=93,gain=5.5484252,cover=68"
## [3265] "93:leaf=0.0659193695,cover=38"
## [3266] "94:leaf=-0.0413266234,cover=30"
## [3267] "40:[f17<3.38015556] yes=65,no=66,missing=65,gain=11.2753696,cover=351"
## [3268] "65:[f10<1.6496346] yes=95,no=96,missing=95,gain=6.81993723,cover=341"
## [3269] "95:[f15<1923] yes=137,no=138,missing=137,gain=4.97251272,cover=269"
## [3270] "137:leaf=-0.0372976251,cover=238"
## [3271] "138:leaf=0.0422331393,cover=31"
## [3272] "96:[f32<3.81364059] yes=139,no=140,missing=139,gain=6.30955696,cover=72"
## [3273] "139:leaf=0.00989817362,cover=59"
## [3274] "140:leaf=0.15127103,cover=13"
## [3275] "66:leaf=-0.208741814,cover=10"
## [3276] "2:[f28<1.92416811] yes=5,no=6,missing=5,gain=14.5708809,cover=1168"
## [3277] "5:[f24<0.515992641] yes=11,no=12,missing=11,gain=22.3057575,cover=226"
## [3278] "11:[f19<1.38860941] yes=23,no=24,missing=23,gain=28.3031731,cover=207"
## [3279] "23:[f15<2100] yes=41,no=42,missing=41,gain=14.3824768,cover=186"
## [3280] "41:[f17<2.52419043] yes=67,no=68,missing=67,gain=6.79189396,cover=119"
## [3281] "67:[f36<0.108320057] yes=97,no=98,missing=97,gain=7.68331385,cover=65"
## [3282] "97:[f17<2.05301905] yes=141,no=142,missing=141,gain=10.4893532,cover=52"
## [3283] "141:leaf=-0.0367826074,cover=25"
## [3284] "142:leaf=0.130541384,cover=27"
## [3285] "98:leaf=-0.106641658,cover=13"
## [3286] "68:[f15<771.667725] yes=99,no=100,missing=99,gain=5.71562767,cover=54"
## [3287] "99:leaf=0.046579171,cover=11"
## [3288] "100:[f19<0.651671112] yes=143,no=144,missing=143,gain=10.1830025,cover=43"
## [3289] "143:leaf=0.0601709634,cover=10"
## [3290] "144:leaf=-0.152020425,cover=33"
## [3291] "42:[f36<0.11004968] yes=69,no=70,missing=69,gain=17.025753,cover=67"
## [3292] "69:[f1<12.0200405] yes=101,no=102,missing=101,gain=11.4875584,cover=31"
## [3293] "101:leaf=0.31586203,cover=13"
## [3294] "102:leaf=0.081099309,cover=18"
## [3295] "70:[f28<1.42852342] yes=103,no=104,missing=103,gain=13.4072752,cover=36"
## [3296] "103:leaf=-0.104053088,cover=20"
## [3297] "104:leaf=0.121794648,cover=16"
## [3298] "24:[f20<0.175088972] yes=43,no=44,missing=43,gain=46.0046768,cover=21"
## [3299] "43:leaf=0.516943395,cover=10"
## [3300] "44:leaf=-0.0274647437,cover=11"
## [3301] "12:leaf=0.250178933,cover=19"
## [3302] "6:[f28<3.03791523] yes=13,no=14,missing=13,gain=13.8091393,cover=942"
## [3303] "13:[f10<0.54133749] yes=25,no=26,missing=25,gain=16.3485775,cover=790"
## [3304] "25:leaf=0.146352142,cover=24"
## [3305] "26:[f18<1.21802282] yes=47,no=48,missing=47,gain=17.1616631,cover=766"
## [3306] "47:[f13<1.1143471] yes=71,no=72,missing=71,gain=26.3362255,cover=396"
## [3307] "71:[f35<1.2278049] yes=105,no=106,missing=105,gain=12.6774139,cover=341"
## [3308] "105:[f10<1.18597472] yes=147,no=148,missing=147,gain=8.77129173,cover=330"
## [3309] "147:leaf=-0.0427655503,cover=146"
## [3310] "148:leaf=0.0191055145,cover=184"
## [3311] "106:leaf=0.18949303,cover=11"
## [3312] "72:[f25<0.76171267] yes=107,no=108,missing=107,gain=36.3871117,cover=55"
## [3313] "107:leaf=0.415954709,cover=12"
## [3314] "108:[f24<0.503233433] yes=149,no=150,missing=149,gain=8.79286575,cover=43"
## [3315] "149:leaf=-0.0163598172,cover=26"
## [3316] "150:leaf=0.15497759,cover=17"
## [3317] "48:[f28<2.95218706] yes=73,no=74,missing=73,gain=7.94482613,cover=370"
## [3318] "73:[f14<0.621385932] yes=109,no=110,missing=109,gain=7.07299042,cover=352"
## [3319] "109:[f32<2.99119997] yes=151,no=152,missing=151,gain=5.68803406,cover=67"
## [3320] "151:leaf=-0.00786186196,cover=18"
## [3321] "152:leaf=-0.13225463,cover=49"
## [3322] "110:[f35<2.46376872] yes=153,no=154,missing=153,gain=6.34200621,cover=285"
## [3323] "153:leaf=-0.0256116744,cover=275"
## [3324] "154:leaf=-0.172309205,cover=10"
## [3325] "74:leaf=0.0812680423,cover=18"
## [3326] "14:[f16<2.06107998] yes=27,no=28,missing=27,gain=23.8851662,cover=152"
## [3327] "27:[f29<8.49729156] yes=49,no=50,missing=49,gain=17.9057693,cover=138"
## [3328] "49:[f23<0.897276521] yes=75,no=76,missing=75,gain=10.9502516,cover=76"
## [3329] "75:[f4<2.26343107] yes=111,no=112,missing=111,gain=10.7057495,cover=51"
## [3330] "111:[f17<2.65445328] yes=155,no=156,missing=155,gain=7.19382429,cover=29"
## [3331] "155:leaf=0.166670918,cover=18"
## [3332] "156:leaf=-0.023526201,cover=11"
## [3333] "112:leaf=-0.0753971189,cover=22"
## [3334] "76:leaf=-0.128295302,cover=25"
## [3335] "50:[f29<13.0085011] yes=77,no=78,missing=77,gain=30.7304134,cover=62"
## [3336] "77:[f32<2.72115397] yes=115,no=116,missing=115,gain=33.3360291,cover=29"
## [3337] "115:leaf=0.508974493,cover=10"
## [3338] "116:leaf=0.0892726332,cover=19"
## [3339] "78:[f24<0.365894079] yes=117,no=118,missing=117,gain=11.1773987,cover=33"
## [3340] "117:leaf=-0.0993880332,cover=21"
## [3341] "118:leaf=0.121804781,cover=12"
## [3342] "28:leaf=0.284657657,cover=14"
## [3343] "booster[59]"
## [3344] "0:[f28<0.286884248] yes=1,no=2,missing=1,gain=11.4205723,cover=6705"
## [3345] "1:leaf=0.140584573,cover=19"
## [3346] "2:[f28<0.496047795] yes=3,no=4,missing=3,gain=11.2781286,cover=6686"
## [3347] "3:leaf=-0.193761989,cover=10"
## [3348] "4:[f43<0.5] yes=5,no=6,missing=5,gain=10.9632292,cover=6676"
## [3349] "5:[f13<1.73042595] yes=7,no=8,missing=7,gain=9.62206841,cover=5574"
## [3350] "7:[f17<2.91797423] yes=11,no=12,missing=11,gain=7.54181337,cover=5490"
## [3351] "11:[f17<2.43514538] yes=17,no=18,missing=17,gain=10.24821,cover=4756"
## [3352] "17:[f5<7.55007362] yes=27,no=28,missing=27,gain=15.7828407,cover=3801"
## [3353] "27:[f33<0.273317635] yes=45,no=46,missing=45,gain=11.2106342,cover=3790"
## [3354] "45:leaf=0.0165666472,cover=1404"
## [3355] "46:leaf=-0.00471836515,cover=2386"
## [3356] "28:leaf=0.22032775,cover=11"
## [3357] "18:[f11<10296] yes=29,no=30,missing=29,gain=14.0666485,cover=955"
## [3358] "29:leaf=-0.188514516,cover=16"
## [3359] "30:[f0<13.6140633] yes=47,no=48,missing=47,gain=23.9568367,cover=939"
## [3360] "47:leaf=-0.0215254724,cover=897"
## [3361] "48:leaf=0.122944392,cover=42"
## [3362] "12:[f33<0.206610098] yes=19,no=20,missing=19,gain=23.128294,cover=734"
## [3363] "19:[f19<0.490151346] yes=31,no=32,missing=31,gain=8.09885788,cover=503"
## [3364] "31:[f36<0.0328134894] yes=49,no=50,missing=49,gain=11.6933937,cover=150"
## [3365] "49:leaf=0.0912912041,cover=68"
## [3366] "50:leaf=-0.0141730541,cover=82"
## [3367] "32:[f0<13.4248886] yes=51,no=52,missing=51,gain=8.49683285,cover=353"
## [3368] "51:leaf=-0.0248805005,cover=337"
## [3369] "52:leaf=0.112171046,cover=16"
## [3370] "20:[f33<0.217477262] yes=33,no=34,missing=33,gain=33.3721161,cover=231"
## [3371] "33:leaf=0.364037812,cover=12"
## [3372] "34:[f26<1.56686091] yes=53,no=54,missing=53,gain=19.4578934,cover=219"
## [3373] "53:leaf=0.0270731021,cover=185"
## [3374] "54:leaf=0.181018218,cover=34"
## [3375] "8:[f11<19189.3164] yes=13,no=14,missing=13,gain=9.68592262,cover=84"
## [3376] "13:leaf=-0.212335572,cover=12"
## [3377] "14:[f1<10.7147512] yes=21,no=22,missing=21,gain=8.96042633,cover=72"
## [3378] "21:leaf=0.123934992,cover=10"
## [3379] "22:leaf=-0.0613244437,cover=62"
## [3380] "6:[f1<9.11735916] yes=9,no=10,missing=9,gain=7.02071667,cover=1102"
## [3381] "9:leaf=-0.147931471,cover=14"
## [3382] "10:[f10<1.05732608] yes=15,no=16,missing=15,gain=6.01871967,cover=1088"
## [3383] "15:leaf=-0.0356963165,cover=409"
## [3384] "16:[f24<0.833891034] yes=25,no=26,missing=25,gain=6.03577137,cover=679"
## [3385] "25:[f2<0.755910158] yes=41,no=42,missing=41,gain=2.5640645,cover=655"
## [3386] "41:[f27<3.94048285] yes=61,no=62,missing=61,gain=5.64258051,cover=159"
## [3387] "61:leaf=-0.0767870247,cover=59"
## [3388] "62:leaf=-0.00341647305,cover=100"
## [3389] "42:leaf=-0.00341991568,cover=496"
## [3390] "26:[f21<0.785437405] yes=43,no=44,missing=43,gain=10.2075386,cover=24"
## [3391] "43:leaf=0.191961318,cover=13"
## [3392] "44:leaf=-0.0478811264,cover=11"
## [3393] "booster[60]"
## [3394] "0:[f13<2.32472014] yes=1,no=2,missing=1,gain=14.1888151,cover=6786"
## [3395] "1:[f36<0.514306784] yes=3,no=4,missing=3,gain=13.5787439,cover=6776"
## [3396] "3:[f18<0.254016638] yes=5,no=6,missing=5,gain=11.6811934,cover=6762"
## [3397] "5:[f15<2985] yes=7,no=8,missing=7,gain=20.6836967,cover=422"
## [3398] "7:[f27<4.77806997] yes=11,no=12,missing=11,gain=17.6190186,cover=405"
## [3399] "11:[f3<7.60759354] yes=15,no=16,missing=15,gain=11.6077042,cover=389"
## [3400] "15:[f4<4.77737665] yes=21,no=22,missing=21,gain=10.079731,cover=376"
## [3401] "21:[f25<0.198104918] yes=31,no=32,missing=31,gain=7.74960327,cover=344"
## [3402] "31:leaf=-0.201890945,cover=10"
## [3403] "32:leaf=-0.0400302596,cover=334"
## [3404] "22:[f31<1.14993119] yes=33,no=34,missing=33,gain=8.23380375,cover=32"
## [3405] "33:leaf=0.174316734,cover=13"
## [3406] "34:leaf=-0.0160018317,cover=19"
## [3407] "16:leaf=0.139659435,cover=13"
## [3408] "12:leaf=-0.226467252,cover=16"
## [3409] "8:leaf=0.16927585,cover=17"
## [3410] "6:[f20<1.884341] yes=9,no=10,missing=9,gain=16.4254475,cover=6340"
## [3411] "9:[f25<0.505593419] yes=13,no=14,missing=13,gain=8.58372116,cover=6330"
## [3412] "13:[f20<0.378797948] yes=17,no=18,missing=17,gain=9.66647243,cover=669"
## [3413] "17:[f20<0.103604734] yes=23,no=24,missing=23,gain=9.46768951,cover=581"
## [3414] "23:[f2<0.808875501] yes=35,no=36,missing=35,gain=9.11382484,cover=269"
## [3415] "35:leaf=-0.0510943308,cover=85"
## [3416] "36:leaf=0.0233931858,cover=184"
## [3417] "24:[f33<0.335142791] yes=37,no=38,missing=37,gain=5.38416672,cover=312"
## [3418] "37:leaf=-0.0299094319,cover=201"
## [3419] "38:leaf=-0.0819048062,cover=111"
## [3420] "18:[f31<0.740648866] yes=25,no=26,missing=25,gain=27.4263058,cover=88"
## [3421] "25:leaf=0.320134461,cover=10"
## [3422] "26:[f24<0.389885664] yes=39,no=40,missing=39,gain=12.4015713,cover=78"
## [3423] "39:leaf=0.0794837922,cover=37"
## [3424] "40:leaf=-0.0695728064,cover=41"
## [3425] "14:[f14<0.833937883] yes=19,no=20,missing=19,gain=15.2689123,cover=5661"
## [3426] "19:[f36<0.187897816] yes=27,no=28,missing=27,gain=34.9600639,cover=767"
## [3427] "27:[f33<0.0873388126] yes=41,no=42,missing=41,gain=23.2924843,cover=757"
## [3428] "41:leaf=0.0836453512,cover=183"
## [3429] "42:leaf=0.00633570319,cover=574"
## [3430] "28:leaf=0.364703059,cover=10"
## [3431] "20:[f25<0.522226334] yes=29,no=30,missing=29,gain=18.8905964,cover=4894"
## [3432] "29:leaf=0.213168129,cover=14"
## [3433] "30:[f15<1316.5] yes=43,no=44,missing=43,gain=9.74546051,cover=4880"
## [3434] "43:leaf=-0.0196580142,cover=717"
## [3435] "44:leaf=0.00419077603,cover=4163"
## [3436] "10:leaf=0.234050781,cover=10"
## [3437] "4:leaf=-0.178870544,cover=14"
## [3438] "2:leaf=0.215692714,cover=10"
## [3439] "booster[61]"
## [3440] "0:[f0<14.8931408] yes=1,no=2,missing=1,gain=12.9750452,cover=6732"
## [3441] "1:[f0<14.8004627] yes=3,no=4,missing=3,gain=21.5051441,cover=6651"
## [3442] "3:[f8<3.51688838] yes=7,no=8,missing=7,gain=7.28552723,cover=6641"
## [3443] "7:[f6<0.228080839] yes=13,no=14,missing=13,gain=11.906703,cover=6452"
## [3444] "13:leaf=0.199008748,cover=10"
## [3445] "14:[f11<3561.68262] yes=21,no=22,missing=21,gain=7.18633175,cover=6442"
## [3446] "21:[f28<2.03049469] yes=25,no=26,missing=25,gain=10.4944086,cover=60"
## [3447] "25:leaf=-0.229757205,cover=10"
## [3448] "26:[f35<0.65130949] yes=33,no=34,missing=33,gain=7.96468687,cover=50"
## [3449] "33:[f6<2.1382792] yes=43,no=44,missing=43,gain=4.97971392,cover=40"
## [3450] "43:leaf=0.0489625186,cover=10"
## [3451] "44:leaf=-0.100698933,cover=30"
## [3452] "34:leaf=0.118362814,cover=10"
## [3453] "22:[f11<8185.22266] yes=27,no=28,missing=27,gain=24.661026,cover=6382"
## [3454] "27:leaf=0.273530155,cover=11"
## [3455] "28:[f0<14.2260857] yes=35,no=36,missing=35,gain=6.42094326,cover=6371"
## [3456] "35:[f1<9.95877647] yes=45,no=46,missing=45,gain=8.66922951,cover=6280"
## [3457] "45:leaf=-0.0577347204,cover=86"
## [3458] "46:leaf=0.00236108154,cover=6194"
## [3459] "36:[f0<14.3235979] yes=47,no=48,missing=47,gain=25.7045746,cover=91"
## [3460] "47:leaf=0.235583872,cover=20"
## [3461] "48:leaf=-0.00247359718,cover=71"
## [3462] "8:[f28<0.887218118] yes=15,no=16,missing=15,gain=6.49401855,cover=189"
## [3463] "15:leaf=-0.137092039,cover=19"
## [3464] "16:[f23<0.547195792] yes=23,no=24,missing=23,gain=5.28652573,cover=170"
## [3465] "23:[f16<0.0689767376] yes=29,no=30,missing=29,gain=8.46767616,cover=109"
## [3466] "29:[f23<0.225277752] yes=37,no=38,missing=37,gain=5.99794436,cover=20"
## [3467] "37:leaf=0.00383597566,cover=10"
## [3468] "38:leaf=0.206528246,cover=10"
## [3469] "30:[f24<0.0191901829] yes=39,no=40,missing=39,gain=5.31562757,cover=89"
## [3470] "39:leaf=0.100517333,cover=10"
## [3471] "40:leaf=-0.0398429334,cover=79"
## [3472] "24:[f1<10.9753742] yes=31,no=32,missing=31,gain=5.66669798,cover=61"
## [3473] "31:leaf=-0.173176721,cover=13"
## [3474] "32:leaf=-0.035314776,cover=48"
## [3475] "4:leaf=0.265967637,cover=10"
## [3476] "2:[f23<0.462229937] yes=5,no=6,missing=5,gain=4.91279125,cover=81"
## [3477] "5:[f15<1690.41443] yes=9,no=10,missing=9,gain=5.91164923,cover=35"
## [3478] "9:leaf=0.0366215929,cover=23"
## [3479] "10:leaf=-0.121810876,cover=12"
## [3480] "6:leaf=-0.113793001,cover=46"
## [3481] "booster[62]"
## [3482] "0:[f33<2.32250977] yes=1,no=2,missing=1,gain=19.1900768,cover=6873"
## [3483] "1:[f6<0.0698862076] yes=3,no=4,missing=3,gain=15.1185865,cover=6863"
## [3484] "3:leaf=0.209242046,cover=11"
## [3485] "4:[f7<4.49980783] yes=5,no=6,missing=5,gain=8.27010822,cover=6852"
## [3486] "5:[f33<1.7767117] yes=7,no=8,missing=7,gain=8.22795105,cover=6709"
## [3487] "7:[f28<0.413147777] yes=11,no=12,missing=11,gain=7.85693741,cover=6690"
## [3488] "11:leaf=0.157824725,cover=10"
## [3489] "12:[f33<1.71873617] yes=17,no=18,missing=17,gain=6.60727072,cover=6680"
## [3490] "17:[f17<4.13725281] yes=27,no=28,missing=27,gain=6.51911545,cover=6670"
## [3491] "27:[f24<0.0933540314] yes=33,no=34,missing=33,gain=6.56575727,cover=6632"
## [3492] "33:leaf=0.0224954952,cover=372"
## [3493] "34:leaf=-0.00332358037,cover=6260"
## [3494] "28:[f28<2.05529499] yes=35,no=36,missing=35,gain=6.44153929,cover=38"
## [3495] "35:leaf=-0.194833234,cover=11"
## [3496] "36:leaf=-0.0270844549,cover=27"
## [3497] "18:leaf=0.144316897,cover=10"
## [3498] "8:leaf=-0.12326318,cover=19"
## [3499] "6:[f32<1.66017139] yes=9,no=10,missing=9,gain=6.12773991,cover=143"
## [3500] "9:leaf=-0.00720628491,cover=69"
## [3501] "10:leaf=-0.0853857324,cover=74"
## [3502] "2:leaf=-0.252681792,cover=10"
## [3503] "booster[63]"
## [3504] "0:[f36<0.496259481] yes=1,no=2,missing=1,gain=8.07848072,cover=6821"
## [3505] "1:[f1<9.67860794] yes=3,no=4,missing=3,gain=8.36363316,cover=6794"
## [3506] "3:[f13<1.48816347] yes=7,no=8,missing=7,gain=34.2174721,cover=143"
## [3507] "7:[f24<0.182741076] yes=11,no=12,missing=11,gain=10.8793707,cover=128"
## [3508] "11:[f5<3.58079314] yes=17,no=18,missing=17,gain=24.708416,cover=49"
## [3509] "17:[f1<8.99188995] yes=25,no=26,missing=25,gain=9.50787067,cover=38"
## [3510] "25:leaf=-0.0828616619,cover=20"
## [3511] "26:leaf=0.101718038,cover=18"
## [3512] "18:leaf=0.316249281,cover=11"
## [3513] "12:[f4<3.72914505] yes=19,no=20,missing=19,gain=9.33520317,cover=79"
## [3514] "19:leaf=-0.0603841655,cover=67"
## [3515] "20:leaf=0.114740483,cover=12"
## [3516] "8:leaf=0.303980976,cover=15"
## [3517] "4:[f32<5.1345396] yes=9,no=10,missing=9,gain=13.265564,cover=6651"
## [3518] "9:[f32<5.12092113] yes=13,no=14,missing=13,gain=11.6324635,cover=6396"
## [3519] "13:[f21<2.7895422] yes=21,no=22,missing=21,gain=10.3261929,cover=6385"
## [3520] "21:[f19<2.09053588] yes=29,no=30,missing=29,gain=9.11304855,cover=6323"
## [3521] "29:[f25<1.66508615] yes=43,no=44,missing=43,gain=8.04620361,cover=6265"
## [3522] "43:[f36<0.0482136309] yes=55,no=56,missing=55,gain=9.20111084,cover=4870"
## [3523] "55:leaf=0.000721054559,cover=3826"
## [3524] "56:leaf=-0.0192949977,cover=1044"
## [3525] "44:[f25<1.66981459] yes=57,no=58,missing=57,gain=13.8353825,cover=1395"
## [3526] "57:leaf=0.223919049,cover=10"
## [3527] "58:leaf=0.0110217091,cover=1385"
## [3528] "30:leaf=-0.0745956004,cover=58"
## [3529] "22:[f29<11.3637104] yes=31,no=32,missing=31,gain=8.24114227,cover=62"
## [3530] "31:leaf=-0.107565954,cover=52"
## [3531] "32:leaf=0.0740506202,cover=10"
## [3532] "14:leaf=0.184908524,cover=11"
## [3533] "10:[f15<1246.5] yes=15,no=16,missing=15,gain=29.4636154,cover=255"
## [3534] "15:leaf=-0.278239459,cover=17"
## [3535] "16:[f17<2.29452944] yes=23,no=24,missing=23,gain=9.88135529,cover=238"
## [3536] "23:[f33<0.577010155] yes=33,no=34,missing=33,gain=6.94589138,cover=138"
## [3537] "33:leaf=-0.0740666389,cover=124"
## [3538] "34:leaf=0.0630514771,cover=14"
## [3539] "24:[f9<3.16545296] yes=35,no=36,missing=35,gain=18.4733582,cover=100"
## [3540] "35:leaf=-0.0206998866,cover=82"
## [3541] "36:leaf=0.186002731,cover=18"
## [3542] "2:[f34<3.77242875] yes=5,no=6,missing=5,gain=7.84077454,cover=27"
## [3543] "5:leaf=-0.190183476,cover=15"
## [3544] "6:leaf=0.0110980393,cover=12"
## [3545] "booster[64]"
## [3546] "0:[f33<2.47917175] yes=1,no=2,missing=1,gain=13.2515564,cover=6753"
## [3547] "1:[f15<320.004211] yes=3,no=4,missing=3,gain=18.9898415,cover=6743"
## [3548] "3:[f6<2.8010869] yes=5,no=6,missing=5,gain=25.3846626,cover=173"
## [3549] "5:[f42<0.5] yes=9,no=10,missing=9,gain=14.7530622,cover=99"
## [3550] "9:[f11<15160.6152] yes=17,no=18,missing=17,gain=6.39654922,cover=84"
## [3551] "17:[f32<2.56288147] yes=25,no=26,missing=25,gain=7.20845127,cover=48"
## [3552] "25:[f25<0.71898216] yes=33,no=34,missing=33,gain=5.87173271,cover=28"
## [3553] "33:leaf=-0.0753122568,cover=18"
## [3554] "34:leaf=0.0983076245,cover=10"
## [3555] "26:leaf=-0.159052402,cover=20"
## [3556] "18:[f11<70061] yes=27,no=28,missing=27,gain=5.17992067,cover=36"
## [3557] "27:leaf=0.114909761,cover=14"
## [3558] "28:leaf=-0.0282065459,cover=22"
## [3559] "10:leaf=0.167124629,cover=15"
## [3560] "6:[f5<1.80233514] yes=11,no=12,missing=11,gain=49.0444298,cover=74"
## [3561] "11:[f25<0.846566796] yes=19,no=20,missing=19,gain=7.9713788,cover=55"
## [3562] "19:leaf=0.197525173,cover=10"
## [3563] "20:leaf=0.0175055526,cover=45"
## [3564] "12:leaf=0.400140494,cover=19"
## [3565] "4:[f7<0.229844555] yes=7,no=8,missing=7,gain=10.3730698,cover=6570"
## [3566] "7:[f4<0.859383941] yes=13,no=14,missing=13,gain=13.7678289,cover=26"
## [3567] "13:leaf=0.237989858,cover=14"
## [3568] "14:leaf=-0.0313725956,cover=12"
## [3569] "8:[f15<391.87677] yes=15,no=16,missing=15,gain=7.82695961,cover=6544"
## [3570] "15:[f17<2.42026377] yes=21,no=22,missing=21,gain=9.81897736,cover=23"
## [3571] "21:leaf=-0.239535004,cover=10"
## [3572] "22:leaf=0.00293387193,cover=13"
## [3573] "16:[f36<0.515291035] yes=23,no=24,missing=23,gain=7.21660233,cover=6521"
## [3574] "23:[f6<6.14077187] yes=31,no=32,missing=31,gain=7.14549065,cover=6507"
## [3575] "31:[f22<2.88491154] yes=43,no=44,missing=43,gain=5.87337065,cover=6484"
## [3576] "43:[f35<4.11027718] yes=47,no=48,missing=47,gain=5.535707,cover=6473"
## [3577] "47:leaf=0.000787085621,cover=6444"
## [3578] "48:leaf=-0.0806117356,cover=29"
## [3579] "44:leaf=-0.131974995,cover=11"
## [3580] "32:leaf=-0.103181481,cover=23"
## [3581] "24:leaf=0.131065741,cover=14"
## [3582] "2:leaf=-0.205866501,cover=10"
## [3583] "booster[65]"
## [3584] "0:[f35<5.18139935] yes=1,no=2,missing=1,gain=15.7958822,cover=6791"
## [3585] "1:[f11<3871.81567] yes=3,no=4,missing=3,gain=14.1369143,cover=6781"
## [3586] "3:[f11<957.309448] yes=5,no=6,missing=5,gain=54.1986542,cover=103"
## [3587] "5:[f13<1.47345662] yes=9,no=10,missing=9,gain=24.6447296,cover=92"
## [3588] "9:[f0<19.1856766] yes=15,no=16,missing=15,gain=6.64466715,cover=82"
## [3589] "15:[f32<4.27167416] yes=21,no=22,missing=21,gain=5.12293148,cover=71"
## [3590] "21:leaf=-0.0132362973,cover=59"
## [3591] "22:leaf=-0.144627035,cover=12"
## [3592] "16:leaf=0.114884354,cover=11"
## [3593] "10:leaf=0.2855995,cover=10"
## [3594] "6:leaf=0.447286844,cover=11"
## [3595] "4:[f0<14.3016529] yes=7,no=8,missing=7,gain=11.1123285,cover=6678"
## [3596] "7:[f0<14.2521095] yes=11,no=12,missing=11,gain=14.2419996,cover=6519"
## [3597] "11:[f6<6.32103157] yes=17,no=18,missing=17,gain=9.97635555,cover=6503"
## [3598] "17:[f42<0.5] yes=23,no=24,missing=23,gain=7.72682285,cover=6493"
## [3599] "23:[f12<2.56714845] yes=31,no=32,missing=31,gain=8.81949997,cover=5414"
## [3600] "31:[f14<0.339849234] yes=43,no=44,missing=43,gain=6.97053385,cover=5404"
## [3601] "43:leaf=-0.0418102965,cover=125"
## [3602] "44:leaf=0.00318388664,cover=5279"
## [3603] "32:leaf=0.17159079,cover=10"
## [3604] "24:[f32<5.23264217] yes=33,no=34,missing=33,gain=5.20437622,cover=1079"
## [3605] "33:leaf=-0.0165224615,cover=1066"
## [3606] "34:leaf=0.0995683819,cover=13"
## [3607] "18:leaf=0.1797622,cover=10"
## [3608] "12:leaf=0.173137978,cover=16"
## [3609] "8:[f12<0.662218571] yes=13,no=14,missing=13,gain=8.27244568,cover=159"
## [3610] "13:[f36<0.083991617] yes=19,no=20,missing=19,gain=6.7255168,cover=147"
## [3611] "19:leaf=-0.0611921921,cover=108"
## [3612] "20:leaf=0.0296994355,cover=39"
## [3613] "14:leaf=-0.194996178,cover=12"
## [3614] "2:leaf=-0.22653766,cover=10"
## [3615] "booster[66]"
## [3616] "0:[f33<2.12136912] yes=1,no=2,missing=1,gain=21.281147,cover=6727"
## [3617] "1:[f22<2.8295722] yes=3,no=4,missing=3,gain=10.6237631,cover=6717"
## [3618] "3:[f17<0.286950886] yes=5,no=6,missing=5,gain=8.5079174,cover=6695"
## [3619] "5:leaf=-0.0464094132,cover=135"
## [3620] "6:[f18<0.293216586] yes=11,no=12,missing=11,gain=9.96280861,cover=6560"
## [3621] "11:[f11<90700.5078] yes=15,no=16,missing=15,gain=23.9262886,cover=399"
## [3622] "15:[f0<12.505394] yes=23,no=24,missing=23,gain=31.4203339,cover=133"
## [3623] "23:[f19<0.79847312] yes=35,no=36,missing=35,gain=18.0712204,cover=105"
## [3624] "35:leaf=0.231978223,cover=15"
## [3625] "36:[f11<44228.9766] yes=51,no=52,missing=51,gain=6.64105511,cover=90"
## [3626] "51:leaf=-0.0860036537,cover=18"
## [3627] "52:leaf=0.0395209081,cover=72"
## [3628] "24:[f37<0.0861401856] yes=37,no=38,missing=37,gain=79.5956268,cover=28"
## [3629] "37:leaf=-0.0724556744,cover=13"
## [3630] "38:leaf=0.552385926,cover=15"
## [3631] "16:[f19<0.704179287] yes=25,no=26,missing=25,gain=8.7416954,cover=266"
## [3632] "25:[f0<12.4819317] yes=39,no=40,missing=39,gain=12.5733213,cover=42"
## [3633] "39:[f33<0.535870194] yes=53,no=54,missing=53,gain=9.72751427,cover=20"
## [3634] "53:leaf=0.303288043,cover=10"
## [3635] "54:leaf=0.0408879481,cover=10"
## [3636] "40:leaf=-0.0233007465,cover=22"
## [3637] "26:[f15<1155] yes=41,no=42,missing=41,gain=5.4592638,cover=224"
## [3638] "41:leaf=0.112631924,cover=10"
## [3639] "42:[f37<0.177959844] yes=57,no=58,missing=57,gain=5.61982059,cover=214"
## [3640] "57:leaf=-0.0637285635,cover=79"
## [3641] "58:leaf=-0.000490678649,cover=135"
## [3642] "12:[f6<0.618029773] yes=17,no=18,missing=17,gain=10.0852118,cover=6161"
## [3643] "17:[f1<11.4950447] yes=27,no=28,missing=27,gain=22.3748589,cover=41"
## [3644] "27:leaf=0.251218498,cover=17"
## [3645] "28:leaf=-0.0266350098,cover=24"
## [3646] "18:[f15<548.761963] yes=29,no=30,missing=29,gain=11.3826704,cover=6120"
## [3647] "29:[f19<0.510181904] yes=45,no=46,missing=45,gain=20.1324539,cover=211"
## [3648] "45:[f16<0.0442691296] yes=59,no=60,missing=59,gain=22.6303291,cover=53"
## [3649] "59:leaf=-0.0263928603,cover=37"
## [3650] "60:leaf=0.236522436,cover=16"
## [3651] "46:[f28<1.76639593] yes=61,no=62,missing=61,gain=11.9601765,cover=158"
## [3652] "61:leaf=-0.268983096,cover=10"
## [3653] "62:leaf=-0.0632686466,cover=148"
## [3654] "30:[f34<2.65993047] yes=47,no=48,missing=47,gain=9.94860649,cover=5909"
## [3655] "47:[f7<0.288273275] yes=63,no=64,missing=63,gain=11.1675816,cover=986"
## [3656] "63:leaf=0.172582865,cover=10"
## [3657] "64:leaf=-0.0190427825,cover=976"
## [3658] "48:[f4<6.33710194] yes=65,no=66,missing=65,gain=16.5005493,cover=4923"
## [3659] "65:leaf=0.00305621093,cover=4897"
## [3660] "66:leaf=0.151256859,cover=26"
## [3661] "4:leaf=-0.128314048,cover=22"
## [3662] "2:leaf=0.263124973,cover=10"
## [3663] "booster[67]"
## [3664] "0:[f33<2.33603263] yes=1,no=2,missing=1,gain=14.4172916,cover=6782"
## [3665] "1:[f34<6.88192272] yes=3,no=4,missing=3,gain=8.94579887,cover=6770"
## [3666] "3:[f15<174.61377] yes=5,no=6,missing=5,gain=10.7323027,cover=6685"
## [3667] "5:[f27<1.72355556] yes=9,no=10,missing=9,gain=7.44493675,cover=133"
## [3668] "9:leaf=0.0981569067,cover=10"
## [3669] "10:[f11<28036.5] yes=17,no=18,missing=17,gain=8.50142288,cover=123"
## [3670] "17:leaf=-0.109145686,cover=68"
## [3671] "18:leaf=-0.00932154432,cover=55"
## [3672] "6:[f15<320.004211] yes=11,no=12,missing=11,gain=11.9435635,cover=6552"
## [3673] "11:[f24<0.459771782] yes=19,no=20,missing=19,gain=22.6775818,cover=28"
## [3674] "19:leaf=0.274098217,cover=15"
## [3675] "20:leaf=-0.0583360605,cover=13"
## [3676] "12:[f9<3.10096693] yes=21,no=22,missing=21,gain=10.3252811,cover=6524"
## [3677] "21:[f19<0.203725263] yes=31,no=32,missing=31,gain=9.61129761,cover=3166"
## [3678] "31:leaf=-0.136923552,cover=19"
## [3679] "32:[f15<2438] yes=45,no=46,missing=45,gain=8.56192684,cover=3147"
## [3680] "45:[f26<2.0098865] yes=51,no=52,missing=51,gain=11.5359859,cover=2798"
## [3681] "51:leaf=-0.00578169245,cover=2623"
## [3682] "52:leaf=-0.0557844192,cover=175"
## [3683] "46:[f37<0.527156234] yes=53,no=54,missing=53,gain=12.7137966,cover=349"
## [3684] "53:leaf=0.0823348314,cover=92"
## [3685] "54:leaf=0.000758679642,cover=257"
## [3686] "22:[f7<0.358424067] yes=33,no=34,missing=33,gain=26.1352997,cover=3358"
## [3687] "33:leaf=0.287282497,cover=11"
## [3688] "34:[f28<3.6310041] yes=47,no=48,missing=47,gain=16.6721649,cover=3347"
## [3689] "47:[f11<42245.5] yes=55,no=56,missing=55,gain=18.128458,cover=3274"
## [3690] "55:leaf=0.0424345396,cover=419"
## [3691] "56:leaf=0.000367364584,cover=2855"
## [3692] "48:[f17<0.938651085] yes=57,no=58,missing=57,gain=42.475853,cover=73"
## [3693] "57:leaf=0.439437389,cover=10"
## [3694] "58:leaf=0.0360619202,cover=63"
## [3695] "4:[f11<69394.7344] yes=7,no=8,missing=7,gain=41.4008179,cover=85"
## [3696] "7:[f5<2.44747925] yes=13,no=14,missing=13,gain=27.353035,cover=30"
## [3697] "13:leaf=0.0996980444,cover=20"
## [3698] "14:leaf=0.477814257,cover=10"
## [3699] "8:[f19<1.03415394] yes=15,no=16,missing=15,gain=7.04389095,cover=55"
## [3700] "15:leaf=0.0048549287,cover=41"
## [3701] "16:leaf=-0.146441057,cover=14"
## [3702] "2:leaf=-0.197579235,cover=12"
## [3703] "booster[68]"
## [3704] "0:[f35<5.48541069] yes=1,no=2,missing=1,gain=13.9739552,cover=6783"
## [3705] "1:[f28<5.99095631] yes=3,no=4,missing=3,gain=11.040144,cover=6773"
## [3706] "3:[f21<2.46119332] yes=5,no=6,missing=5,gain=15.2694817,cover=6739"
## [3707] "5:[f35<1.1645267] yes=9,no=10,missing=9,gain=8.73151398,cover=6611"
## [3708] "9:[f11<65827] yes=15,no=16,missing=15,gain=9.63527393,cover=5711"
## [3709] "15:[f27<5.03022242] yes=23,no=24,missing=23,gain=34.0633507,cover=2557"
## [3710] "23:[f29<7.00612926] yes=35,no=36,missing=35,gain=13.9598722,cover=2532"
## [3711] "35:[f29<3.23848081] yes=49,no=50,missing=49,gain=25.3157158,cover=1030"
## [3712] "49:leaf=-0.0279665962,cover=259"
## [3713] "50:leaf=0.0402595811,cover=771"
## [3714] "36:[f22<2.52793503] yes=51,no=52,missing=51,gain=19.8975067,cover=1502"
## [3715] "51:leaf=-0.00749872765,cover=1490"
## [3716] "52:leaf=0.227413416,cover=12"
## [3717] "24:[f0<12.5489559] yes=37,no=38,missing=37,gain=48.5125694,cover=25"
## [3718] "37:leaf=0.525218606,cover=10"
## [3719] "38:leaf=0.00235709525,cover=15"
## [3720] "16:[f1<14.9331131] yes=25,no=26,missing=25,gain=9.50847626,cover=3154"
## [3721] "25:[f7<0.604537368] yes=39,no=40,missing=39,gain=11.1522732,cover=3127"
## [3722] "39:leaf=0.136187375,cover=18"
## [3723] "40:[f4<4.80599689] yes=53,no=54,missing=53,gain=9.60101509,cover=3109"
## [3724] "53:leaf=-0.0106739523,cover=3042"
## [3725] "54:leaf=0.0611615591,cover=67"
## [3726] "26:[f0<9.10598755] yes=41,no=42,missing=41,gain=8.53411674,cover=27"
## [3727] "41:leaf=-0.0251676757,cover=11"
## [3728] "42:leaf=0.186494425,cover=16"
## [3729] "10:[f24<0.595683694] yes=17,no=18,missing=17,gain=26.8222752,cover=900"
## [3730] "17:[f17<0.918742418] yes=27,no=28,missing=27,gain=24.2127686,cover=859"
## [3731] "27:leaf=0.229506776,cover=17"
## [3732] "28:[f19<1.46320844] yes=43,no=44,missing=43,gain=13.4122,cover=842"
## [3733] "43:[f4<1.49049985] yes=55,no=56,missing=55,gain=10.4287853,cover=800"
## [3734] "55:leaf=-0.0101088826,cover=600"
## [3735] "56:leaf=0.0396368243,cover=200"
## [3736] "44:[f0<12.5159073] yes=57,no=58,missing=57,gain=11.2753029,cover=42"
## [3737] "57:leaf=0.0311728436,cover=26"
## [3738] "58:leaf=0.230622098,cover=16"
## [3739] "18:[f25<0.639692426] yes=29,no=30,missing=29,gain=45.208931,cover=41"
## [3740] "29:leaf=0.496820092,cover=10"
## [3741] "30:[f20<0.389134198] yes=45,no=46,missing=45,gain=8.39861965,cover=31"
## [3742] "45:leaf=0.146003768,cover=15"
## [3743] "46:leaf=-0.0455646291,cover=16"
## [3744] "6:[f29<8.11360645] yes=11,no=12,missing=11,gain=5.39033794,cover=128"
## [3745] "11:leaf=-0.0905338749,cover=85"
## [3746] "12:[f21<2.6508131] yes=21,no=22,missing=21,gain=6.88095045,cover=43"
## [3747] "21:leaf=-0.0685293898,cover=26"
## [3748] "22:leaf=0.0823938176,cover=17"
## [3749] "4:[f7<0.765387416] yes=7,no=8,missing=7,gain=20.3661709,cover=34"
## [3750] "7:[f1<7.46296406] yes=13,no=14,missing=13,gain=9.92336559,cover=24"
## [3751] "13:leaf=-0.127145857,cover=10"
## [3752] "14:leaf=0.109289445,cover=14"
## [3753] "8:leaf=0.320700586,cover=10"
## [3754] "2:leaf=-0.211489737,cover=10"
## [3755] "booster[69]"
## [3756] "0:[f34<8.01569176] yes=1,no=2,missing=1,gain=12.7232618,cover=6779"
## [3757] "1:[f28<0.413147777] yes=3,no=4,missing=3,gain=10.2469473,cover=6768"
## [3758] "3:leaf=0.139102176,cover=18"
## [3759] "4:[f17<3.82589293] yes=5,no=6,missing=5,gain=12.1517935,cover=6750"
## [3760] "5:[f6<6.33433485] yes=7,no=8,missing=7,gain=11.4087744,cover=6667"
## [3761] "7:[f21<2.39462996] yes=11,no=12,missing=11,gain=6.64429617,cover=6657"
## [3762] "11:[f34<3.68040681] yes=15,no=16,missing=15,gain=6.65795517,cover=6505"
## [3763] "15:[f5<7.28820229] yes=21,no=22,missing=21,gain=21.8923111,cover=3199"
## [3764] "21:[f11<4829.13086] yes=31,no=32,missing=31,gain=7.36103535,cover=3185"
## [3765] "31:leaf=0.0704028904,cover=59"
## [3766] "32:leaf=0.00354947872,cover=3126"
## [3767] "22:leaf=0.233745173,cover=14"
## [3768] "16:[f9<3.43855572] yes=23,no=24,missing=23,gain=7.55551434,cover=3306"
## [3769] "23:[f7<1.86063039] yes=33,no=34,missing=33,gain=7.48405409,cover=2688"
## [3770] "33:leaf=0.0101702046,cover=1093"
## [3771] "34:leaf=-0.0101302583,cover=1595"
## [3772] "24:[f8<1.31447279] yes=35,no=36,missing=35,gain=9.611413,cover=618"
## [3773] "35:leaf=0.0345115103,cover=83"
## [3774] "36:leaf=-0.0343293734,cover=535"
## [3775] "12:[f5<1.42277086] yes=17,no=18,missing=17,gain=16.9198761,cover=152"
## [3776] "17:leaf=-0.0684079528,cover=38"
## [3777] "18:[f7<2.76156592] yes=27,no=28,missing=27,gain=22.3876896,cover=114"
## [3778] "27:[f23<0.364423871] yes=39,no=40,missing=39,gain=21.0271072,cover=74"
## [3779] "39:leaf=0.379729956,cover=10"
## [3780] "40:leaf=0.0936401188,cover=64"
## [3781] "28:leaf=-0.037507996,cover=40"
## [3782] "8:leaf=0.193345368,cover=10"
## [3783] "6:[f3<0.119071797] yes=9,no=10,missing=9,gain=16.1651382,cover=83"
## [3784] "9:leaf=-0.285314202,cover=10"
## [3785] "10:[f21<1.9860214] yes=13,no=14,missing=13,gain=6.4987421,cover=73"
## [3786] "13:leaf=-0.0149628362,cover=63"
## [3787] "14:leaf=-0.172765419,cover=10"
## [3788] "2:leaf=-0.194378868,cover=11"
## [3789] "booster[70]"
## [3790] "0:[f1<8.64121914] yes=1,no=2,missing=1,gain=19.8600597,cover=6752"
## [3791] "1:[f16<1.0045042] yes=3,no=4,missing=3,gain=6.31775665,cover=53"
## [3792] "3:[f11<15118.21] yes=7,no=8,missing=7,gain=6.15160179,cover=33"
## [3793] "7:leaf=-0.101436824,cover=23"
## [3794] "8:leaf=-0.281886637,cover=10"
## [3795] "4:leaf=-0.0272961985,cover=20"
## [3796] "2:[f26<2.92659664] yes=5,no=6,missing=5,gain=12.5460806,cover=6699"
## [3797] "5:[f34<6.60229778] yes=11,no=12,missing=11,gain=12.355732,cover=6572"
## [3798] "11:[f30<2.07941675] yes=17,no=18,missing=17,gain=8.74731445,cover=6433"
## [3799] "17:[f1<16.3191872] yes=23,no=24,missing=23,gain=8.34732533,cover=6347"
## [3800] "23:[f16<3.41497874] yes=33,no=34,missing=33,gain=8.08360481,cover=6336"
## [3801] "33:[f19<0.00927603431] yes=45,no=46,missing=45,gain=10.2890282,cover=6326"
## [3802] "45:leaf=0.186790034,cover=10"
## [3803] "46:[f34<6.42996502] yes=59,no=60,missing=59,gain=7.54444122,cover=6316"
## [3804] "59:leaf=0.00322528719,cover=6271"
## [3805] "60:leaf=0.0800704435,cover=45"
## [3806] "34:leaf=-0.158105969,cover=10"
## [3807] "24:leaf=-0.154005647,cover=11"
## [3808] "18:[f19<0.811256588] yes=25,no=26,missing=25,gain=30.1960678,cover=86"
## [3809] "25:leaf=-0.0207135044,cover=55"
## [3810] "26:[f12<0.403908789] yes=37,no=38,missing=37,gain=35.9118843,cover=31"
## [3811] "37:leaf=-0.00307522016,cover=15"
## [3812] "38:leaf=0.398056805,cover=16"
## [3813] "12:[f23<1.00894511] yes=19,no=20,missing=19,gain=15.3755302,cover=139"
## [3814] "19:[f3<0.186144888] yes=27,no=28,missing=27,gain=13.4670963,cover=127"
## [3815] "27:[f15<1626] yes=39,no=40,missing=39,gain=5.26457214,cover=40"
## [3816] "39:leaf=-0.258420736,cover=13"
## [3817] "40:leaf=-0.107142374,cover=27"
## [3818] "28:[f15<1416] yes=41,no=42,missing=41,gain=9.44725037,cover=87"
## [3819] "41:[f11<32563.5039] yes=51,no=52,missing=51,gain=7.65246487,cover=20"
## [3820] "51:leaf=-0.0185442716,cover=10"
## [3821] "52:leaf=-0.249062628,cover=10"
## [3822] "42:[f14<1.27464962] yes=53,no=54,missing=53,gain=10.1055756,cover=67"
## [3823] "53:leaf=0.17114231,cover=10"
## [3824] "54:[f26<2.18721199] yes=63,no=64,missing=63,gain=10.9942684,cover=57"
## [3825] "63:leaf=-0.067329742,cover=46"
## [3826] "64:leaf=0.135594785,cover=11"
## [3827] "20:leaf=0.144322604,cover=12"
## [3828] "6:[f35<3.06612921] yes=13,no=14,missing=13,gain=7.13381958,cover=127"
## [3829] "13:leaf=-0.0381747261,cover=110"
## [3830] "14:leaf=-0.167277291,cover=17"
## [3831] "booster[71]"
## [3832] "0:[f6<0.267061949] yes=1,no=2,missing=1,gain=15.8214445,cover=6853"
## [3833] "1:leaf=-0.172471642,cover=18"
## [3834] "2:[f17<0.611914754] yes=3,no=4,missing=3,gain=8.32568073,cover=6835"
## [3835] "3:[f21<0.100195065] yes=5,no=6,missing=5,gain=11.6890259,cover=617"
## [3836] "5:[f20<1.22734833] yes=9,no=10,missing=9,gain=7.42923546,cover=21"
## [3837] "9:leaf=0.224657029,cover=10"
## [3838] "10:leaf=0.00451498758,cover=11"
## [3839] "6:[f22<0.75742507] yes=11,no=12,missing=11,gain=7.44498444,cover=596"
## [3840] "11:leaf=-0.102401547,cover=41"
## [3841] "12:[f14<0.948494434] yes=17,no=18,missing=17,gain=13.7415066,cover=555"
## [3842] "17:leaf=0.165286869,cover=13"
## [3843] "18:[f11<77725.5] yes=25,no=26,missing=25,gain=7.99267483,cover=542"
## [3844] "25:[f32<3.99706507] yes=35,no=36,missing=35,gain=5.86744499,cover=93"
## [3845] "35:leaf=-0.0454029143,cover=69"
## [3846] "36:leaf=-0.153492555,cover=24"
## [3847] "26:[f35<0.673449337] yes=37,no=38,missing=37,gain=6.99668789,cover=449"
## [3848] "37:[f3<3.15540791] yes=53,no=54,missing=53,gain=5.77518368,cover=436"
## [3849] "53:leaf=-0.0335430168,cover=290"
## [3850] "54:leaf=0.0124660647,cover=146"
## [3851] "38:leaf=0.117682695,cover=13"
## [3852] "4:[f18<0.0416584015] yes=7,no=8,missing=7,gain=9.82257175,cover=6218"
## [3853] "7:leaf=0.180855453,cover=10"
## [3854] "8:[f19<1.02978647] yes=13,no=14,missing=13,gain=8.38738728,cover=6208"
## [3855] "13:[f4<6.07380867] yes=19,no=20,missing=19,gain=11.317482,cover=3376"
## [3856] "19:[f24<0.913045526] yes=27,no=28,missing=27,gain=10.5428944,cover=3335"
## [3857] "27:[f13<1.28282392] yes=39,no=40,missing=39,gain=9.07273865,cover=3315"
## [3858] "39:[f17<1.83067894] yes=55,no=56,missing=55,gain=7.46777105,cover=2878"
## [3859] "55:leaf=0.00658812886,cover=891"
## [3860] "56:leaf=-0.0142344264,cover=1987"
## [3861] "40:[f5<6.91963482] yes=57,no=58,missing=57,gain=21.3968887,cover=437"
## [3862] "57:leaf=0.014076395,cover=425"
## [3863] "58:leaf=0.260365158,cover=12"
## [3864] "28:[f31<1.03128552] yes=41,no=42,missing=41,gain=27.8025322,cover=20"
## [3865] "41:leaf=0.338773847,cover=10"
## [3866] "42:leaf=-0.0897403136,cover=10"
## [3867] "20:leaf=-0.101843119,cover=41"
## [3868] "14:[f4<6.54008579] yes=21,no=22,missing=21,gain=30.5057583,cover=2832"
## [3869] "21:[f30<1.88170719] yes=31,no=32,missing=31,gain=15.9937572,cover=2822"
## [3870] "31:[f14<0.528470695] yes=45,no=46,missing=45,gain=10.8614426,cover=2782"
## [3871] "45:leaf=-0.104613476,cover=30"
## [3872] "46:[f7<2.94006014] yes=61,no=62,missing=61,gain=11.2719755,cover=2752"
## [3873] "61:leaf=0.00373305706,cover=2458"
## [3874] "62:leaf=0.0428449735,cover=294"
## [3875] "32:[f24<0.1722987] yes=47,no=48,missing=47,gain=33.4528427,cover=40"
## [3876] "47:leaf=-0.0938272774,cover=15"
## [3877] "48:[f27<4.37027359] yes=63,no=64,missing=63,gain=34.2072525,cover=25"
## [3878] "63:leaf=0.0654359087,cover=15"
## [3879] "64:leaf=0.509539306,cover=10"
## [3880] "22:leaf=0.323862404,cover=10"
## [3881] "booster[72]"
## [3882] "0:[f3<8.03047943] yes=1,no=2,missing=1,gain=31.8254986,cover=6809"
## [3883] "1:[f0<17.6379166] yes=3,no=4,missing=3,gain=8.86615276,cover=6799"
## [3884] "3:[f10<0.234568924] yes=5,no=6,missing=5,gain=8.94800949,cover=6781"
## [3885] "5:[f30<2.01996899] yes=7,no=8,missing=7,gain=7.00034952,cover=117"
## [3886] "7:[f29<8.57852173] yes=11,no=12,missing=11,gain=5.2429738,cover=101"
## [3887] "11:leaf=-0.00853919145,cover=82"
## [3888] "12:leaf=-0.116621524,cover=19"
## [3889] "8:leaf=-0.161474928,cover=16"
## [3890] "6:[f36<0.335035324] yes=9,no=10,missing=9,gain=8.56599998,cover=6664"
## [3891] "9:[f20<0.295118034] yes=13,no=14,missing=13,gain=9.25371838,cover=6584"
## [3892] "13:[f17<0.690050006] yes=19,no=20,missing=19,gain=22.27882,cover=3157"
## [3893] "19:leaf=0.249592319,cover=13"
## [3894] "20:[f18<0.778543234] yes=31,no=32,missing=31,gain=13.1062813,cover=3144"
## [3895] "31:[f31<1.32145882] yes=45,no=46,missing=45,gain=9.03456783,cover=22"
## [3896] "45:leaf=0.0264498107,cover=11"
## [3897] "46:leaf=0.266334206,cover=11"
## [3898] "32:[f17<1.4379282] yes=47,no=48,missing=47,gain=13.0783644,cover=3122"
## [3899] "47:leaf=-0.0463540629,cover=142"
## [3900] "48:leaf=0.0121800071,cover=2980"
## [3901] "14:[f20<0.367665708] yes=21,no=22,missing=21,gain=10.5126143,cover=3427"
## [3902] "21:[f34<4.1577301] yes=33,no=34,missing=33,gain=10.6207457,cover=424"
## [3903] "33:[f15<1289.5] yes=49,no=50,missing=49,gain=5.91779852,cover=208"
## [3904] "49:leaf=-0.0652985275,cover=39"
## [3905] "50:leaf=0.0155214714,cover=169"
## [3906] "34:[f31<1.80154061] yes=51,no=52,missing=51,gain=7.03396034,cover=216"
## [3907] "51:leaf=-0.0719675049,cover=191"
## [3908] "52:leaf=0.0335472003,cover=25"
## [3909] "22:[f32<5.16069269] yes=35,no=36,missing=35,gain=13.5236874,cover=3003"
## [3910] "35:[f11<1859.81104] yes=53,no=54,missing=53,gain=8.42764187,cover=2961"
## [3911] "53:leaf=0.0934234113,cover=33"
## [3912] "54:leaf=-0.00124461297,cover=2928"
## [3913] "36:[f8<2.51044273] yes=55,no=56,missing=55,gain=62.0615158,cover=42"
## [3914] "55:leaf=-0.0495573357,cover=29"
## [3915] "56:leaf=0.433703393,cover=13"
## [3916] "10:[f1<11.5012465] yes=15,no=16,missing=15,gain=5.71357727,cover=80"
## [3917] "15:leaf=-0.108465195,cover=39"
## [3918] "16:leaf=-0.00782998744,cover=41"
## [3919] "4:leaf=0.131896779,cover=18"
## [3920] "2:leaf=-0.31889835,cover=10"
## [3921] "booster[73]"
## [3922] "0:[f7<0.474586666] yes=1,no=2,missing=1,gain=8.11102104,cover=6773"
## [3923] "1:[f9<4.16867495] yes=3,no=4,missing=3,gain=19.9142838,cover=126"
## [3924] "3:[f29<17.5814743] yes=7,no=8,missing=7,gain=7.54387474,cover=111"
## [3925] "7:[f22<1.68768835] yes=13,no=14,missing=13,gain=8.14247322,cover=96"
## [3926] "13:[f37<0.674161553] yes=23,no=24,missing=23,gain=7.39255142,cover=81"
## [3927] "23:leaf=-0.132662967,cover=42"
## [3928] "24:leaf=-0.0184512492,cover=39"
## [3929] "14:leaf=0.0696243793,cover=15"
## [3930] "8:leaf=-0.196511418,cover=15"
## [3931] "4:leaf=0.150185958,cover=15"
## [3932] "2:[f7<3.35653758] yes=5,no=6,missing=5,gain=7.9554534,cover=6647"
## [3933] "5:[f7<3.17191935] yes=9,no=10,missing=9,gain=10.6587601,cover=6061"
## [3934] "9:[f9<1.86278725] yes=15,no=16,missing=15,gain=8.5788393,cover=5854"
## [3935] "15:[f8<5.62200928] yes=25,no=26,missing=25,gain=9.6679821,cover=25"
## [3936] "25:leaf=0.200633049,cover=15"
## [3937] "26:leaf=-0.0334084034,cover=10"
## [3938] "16:[f29<0.463950515] yes=27,no=28,missing=27,gain=7.02417946,cover=5829"
## [3939] "27:leaf=-0.0613056161,cover=64"
## [3940] "28:[f18<0.0427612364] yes=41,no=42,missing=41,gain=8.82808018,cover=5765"
## [3941] "41:leaf=0.163176149,cover=11"
## [3942] "42:[f29<1.63012874] yes=59,no=60,missing=59,gain=8.07062531,cover=5754"
## [3943] "59:[f17<0.403020203] yes=75,no=76,missing=75,gain=15.3419476,cover=259"
## [3944] "75:leaf=0.188382298,cover=20"
## [3945] "76:leaf=0.019700408,cover=239"
## [3946] "60:[f36<0.213339821] yes=77,no=78,missing=77,gain=7.17337513,cover=5495"
## [3947] "77:leaf=0.000883887755,cover=5220"
## [3948] "78:leaf=-0.0303896666,cover=275"
## [3949] "10:[f28<1.78624368] yes=17,no=18,missing=17,gain=32.2052078,cover=207"
## [3950] "17:leaf=0.359439373,cover=10"
## [3951] "18:[f7<3.18818974] yes=29,no=30,missing=29,gain=20.4344559,cover=197"
## [3952] "29:[f0<11.3701267] yes=43,no=44,missing=43,gain=20.8623867,cover=26"
## [3953] "43:leaf=-0.0190878846,cover=11"
## [3954] "44:leaf=0.317480624,cover=15"
## [3955] "30:[f10<0.792393565] yes=45,no=46,missing=45,gain=6.67370081,cover=171"
## [3956] "45:[f16<0.245058134] yes=61,no=62,missing=61,gain=13.1664085,cover=51"
## [3957] "61:leaf=-0.0346368738,cover=26"
## [3958] "62:[f12<0.806670189] yes=81,no=82,missing=81,gain=18.3492699,cover=25"
## [3959] "81:leaf=0.0173463933,cover=15"
## [3960] "82:leaf=0.340049446,cover=10"
## [3961] "46:leaf=-0.0216981675,cover=120"
## [3962] "6:[f8<2.75144863] yes=11,no=12,missing=11,gain=11.5439339,cover=586"
## [3963] "11:[f28<1.77302194] yes=19,no=20,missing=19,gain=12.5420418,cover=557"
## [3964] "19:[f28<1.69371259] yes=31,no=32,missing=31,gain=17.4665394,cover=55"
## [3965] "31:[f10<0.295606375] yes=47,no=48,missing=47,gain=6.29559517,cover=44"
## [3966] "47:leaf=0.126186982,cover=12"
## [3967] "48:leaf=-0.0292181391,cover=32"
## [3968] "32:leaf=0.272730887,cover=11"
## [3969] "20:[f10<0.856034875] yes=33,no=34,missing=33,gain=6.09832191,cover=502"
## [3970] "33:[f7<6.88332033] yes=49,no=50,missing=49,gain=8.35846806,cover=226"
## [3971] "49:[f14<0.330580562] yes=67,no=68,missing=67,gain=5.93769646,cover=216"
## [3972] "67:leaf=-0.14179796,cover=24"
## [3973] "68:leaf=-0.0431918018,cover=192"
## [3974] "50:leaf=0.114786528,cover=10"
## [3975] "34:[f18<2.20909429] yes=51,no=52,missing=51,gain=8.24513626,cover=276"
## [3976] "51:leaf=-0.02052515,cover=225"
## [3977] "52:[f0<9.53411484] yes=71,no=72,missing=71,gain=8.37016582,cover=51"
## [3978] "71:leaf=-0.0070070317,cover=28"
## [3979] "72:leaf=0.144904137,cover=23"
## [3980] "12:[f22<1.32495522] yes=21,no=22,missing=21,gain=5.55097675,cover=29"
## [3981] "21:leaf=-0.216702864,cover=14"
## [3982] "22:leaf=-0.049672313,cover=15"
## [3983] "booster[74]"
## [3984] "0:[f16<3.98792243] yes=1,no=2,missing=1,gain=16.8270664,cover=6810"
## [3985] "1:[f20<0.0395629741] yes=3,no=4,missing=3,gain=10.4167366,cover=6799"
## [3986] "3:[f28<1.06293845] yes=5,no=6,missing=5,gain=8.11044693,cover=528"
## [3987] "5:[f6<1.67008114] yes=9,no=10,missing=9,gain=6.11496639,cover=34"
## [3988] "9:leaf=0.00384030305,cover=11"
## [3989] "10:leaf=-0.166037649,cover=23"
## [3990] "6:[f25<0.937591255] yes=11,no=12,missing=11,gain=7.09508181,cover=494"
## [3991] "11:[f7<2.95586252] yes=17,no=18,missing=17,gain=6.08870792,cover=195"
## [3992] "17:leaf=-0.0760011524,cover=108"
## [3993] "18:[f35<0.265684605] yes=27,no=28,missing=27,gain=5.13065481,cover=87"
## [3994] "27:leaf=0.0814466923,cover=17"
## [3995] "28:leaf=-0.0315825082,cover=70"
## [3996] "12:[f23<1.20809209] yes=19,no=20,missing=19,gain=9.10516739,cover=299"
## [3997] "19:[f23<0.325963765] yes=29,no=30,missing=29,gain=5.97064352,cover=283"
## [3998] "29:[f30<0.206083685] yes=43,no=44,missing=43,gain=6.96164608,cover=63"
## [3999] "43:leaf=-0.0882652327,cover=11"
## [4000] "44:[f20<0.00681269821] yes=59,no=60,missing=59,gain=9.5105648,cover=52"
## [4001] "59:leaf=0.156535417,cover=24"
## [4002] "60:leaf=-0.00376008963,cover=28"
## [4003] "30:[f35<2.23718309] yes=45,no=46,missing=45,gain=6.20609808,cover=220"
## [4004] "45:leaf=-0.00752669107,cover=180"
## [4005] "46:leaf=-0.0890795812,cover=40"
## [4006] "20:leaf=0.134447455,cover=16"
## [4007] "4:[f1<7.99506664] yes=7,no=8,missing=7,gain=12.1094427,cover=6271"
## [4008] "7:leaf=-0.186651498,cover=11"
## [4009] "8:[f31<1.2849884] yes=13,no=14,missing=13,gain=12.6331091,cover=6260"
## [4010] "13:[f7<0.557410836] yes=21,no=22,missing=21,gain=18.6832581,cover=3469"
## [4011] "21:leaf=0.222048357,cover=12"
## [4012] "22:[f18<0.0500755459] yes=31,no=32,missing=31,gain=10.4224405,cover=3457"
## [4013] "31:leaf=0.157774329,cover=13"
## [4014] "32:[f1<9.10510159] yes=47,no=48,missing=47,gain=8.2519598,cover=3444"
## [4015] "47:leaf=0.157811984,cover=10"
## [4016] "48:[f36<0.00247353408] yes=65,no=66,missing=65,gain=8.4921627,cover=3434"
## [4017] "65:leaf=0.00224480382,cover=1900"
## [4018] "66:leaf=-0.0166612789,cover=1534"
## [4019] "14:[f5<5.73060465] yes=23,no=24,missing=23,gain=34.6919861,cover=2791"
## [4020] "23:[f14<0.39813453] yes=33,no=34,missing=33,gain=13.8906689,cover=2702"
## [4021] "33:leaf=0.196899548,cover=13"
## [4022] "34:[f21<2.25258017] yes=49,no=50,missing=49,gain=9.297369,cover=2689"
## [4023] "49:[f31<2.34448528] yes=67,no=68,missing=67,gain=8.20202827,cover=2653"
## [4024] "67:leaf=0.00459480146,cover=2197"
## [4025] "68:leaf=0.032434836,cover=456"
## [4026] "50:leaf=-0.0860455111,cover=36"
## [4027] "24:[f6<3.66611099] yes=35,no=36,missing=35,gain=61.6906128,cover=89"
## [4028] "35:[f3<2.37228656] yes=51,no=52,missing=51,gain=56.2945175,cover=42"
## [4029] "51:[f18<1.70656705] yes=71,no=72,missing=71,gain=58.6377869,cover=24"
## [4030] "71:leaf=0.71278733,cover=14"
## [4031] "72:leaf=0.109030649,cover=10"
## [4032] "52:leaf=0.0350806825,cover=18"
## [4033] "36:leaf=-0.020899076,cover=47"
## [4034] "2:leaf=-0.223134279,cover=11"
## [4035] "booster[75]"
## [4036] "0:[f33<1.7739073] yes=1,no=2,missing=1,gain=10.9659624,cover=6924"
## [4037] "1:[f19<0.19465372] yes=3,no=4,missing=3,gain=11.0456944,cover=6892"
## [4038] "3:[f17<3.77922106] yes=7,no=8,missing=7,gain=6.65425396,cover=62"
## [4039] "7:leaf=-0.0489500836,cover=52"
## [4040] "8:leaf=-0.212567613,cover=10"
## [4041] "4:[f21<3.27423429] yes=9,no=10,missing=9,gain=8.75881386,cover=6830"
## [4042] "9:[f6<6.08525276] yes=15,no=16,missing=15,gain=9.23948288,cover=6813"
## [4043] "15:[f36<0.515291035] yes=19,no=20,missing=19,gain=7.8717618,cover=6779"
## [4044] "19:[f14<2.92551255] yes=25,no=26,missing=25,gain=7.30145025,cover=6766"
## [4045] "25:[f23<1.9890455] yes=27,no=28,missing=27,gain=6.56870317,cover=6572"
## [4046] "27:[f29<13.4752789] yes=31,no=32,missing=31,gain=5.83757448,cover=6552"
## [4047] "31:leaf=0.00435957359,cover=5908"
## [4048] "32:leaf=-0.0145822866,cover=644"
## [4049] "28:leaf=-0.103408284,cover=20"
## [4050] "26:[f30<2.6199162] yes=29,no=30,missing=29,gain=6.04812145,cover=194"
## [4051] "29:[f10<2.86169624] yes=35,no=36,missing=35,gain=5.4493885,cover=184"
## [4052] "35:leaf=-0.0327008739,cover=169"
## [4053] "36:leaf=-0.148648351,cover=15"
## [4054] "30:leaf=0.101790942,cover=10"
## [4055] "20:leaf=0.142996132,cover=13"
## [4056] "16:leaf=-0.0960033163,cover=34"
## [4057] "10:leaf=0.132933319,cover=17"
## [4058] "2:[f2<0.827956617] yes=5,no=6,missing=5,gain=37.5161934,cover=32"
## [4059] "5:leaf=0.394923925,cover=10"
## [4060] "6:leaf=-0.0314170346,cover=22"
## [4061] "booster[76]"
## [4062] "0:[f3<8.06548691] yes=1,no=2,missing=1,gain=12.4745274,cover=6748"
## [4063] "1:[f34<7.98621655] yes=3,no=4,missing=3,gain=12.8574953,cover=6737"
## [4064] "3:[f11<7373.46875] yes=5,no=6,missing=5,gain=10.0039415,cover=6725"
## [4065] "5:[f25<0.753684342] yes=7,no=8,missing=7,gain=13.3812037,cover=110"
## [4066] "7:[f30<0.352957606] yes=11,no=12,missing=11,gain=11.6759195,cover=46"
## [4067] "11:[f6<1.84877348] yes=19,no=20,missing=19,gain=11.7690163,cover=24"
## [4068] "19:leaf=-0.0206740219,cover=12"
## [4069] "20:leaf=0.237379894,cover=12"
## [4070] "12:leaf=-0.0740805343,cover=22"
## [4071] "8:[f7<2.12144327] yes=13,no=14,missing=13,gain=8.18540573,cover=64"
## [4072] "13:leaf=-0.0674768016,cover=48"
## [4073] "14:leaf=-0.222746938,cover=16"
## [4074] "6:[f33<0.013611082] yes=9,no=10,missing=9,gain=8.38510799,cover=6615"
## [4075] "9:[f0<12.9543953] yes=15,no=16,missing=15,gain=13.973731,cover=582"
## [4076] "15:[f25<0.61891222] yes=25,no=26,missing=25,gain=9.9109993,cover=501"
## [4077] "25:leaf=-0.0398423374,cover=100"
## [4078] "26:[f22<1.69443071] yes=35,no=36,missing=35,gain=17.0042229,cover=401"
## [4079] "35:[f24<0.821938038] yes=47,no=48,missing=47,gain=10.8077421,cover=372"
## [4080] "47:leaf=0.00895301066,cover=359"
## [4081] "48:leaf=0.178310096,cover=13"
## [4082] "36:[f12<0.603577733] yes=49,no=50,missing=49,gain=10.5131664,cover=29"
## [4083] "49:leaf=0.301308841,cover=11"
## [4084] "50:leaf=0.0676412731,cover=18"
## [4085] "16:[f11<44395] yes=27,no=28,missing=27,gain=37.845871,cover=81"
## [4086] "27:leaf=0.423929721,cover=10"
## [4087] "28:[f3<2.35161853] yes=37,no=38,missing=37,gain=5.33211279,cover=71"
## [4088] "37:[f0<13.1565742] yes=51,no=52,missing=51,gain=8.65335751,cover=58"
## [4089] "51:leaf=0.222067699,cover=10"
## [4090] "52:leaf=0.03505826,cover=48"
## [4091] "38:leaf=-0.0599729605,cover=13"
## [4092] "10:[f6<6.32514572] yes=17,no=18,missing=17,gain=8.41584969,cover=6033"
## [4093] "17:[f3<3.82706261] yes=29,no=30,missing=29,gain=7.70888662,cover=6023"
## [4094] "29:[f3<3.66332126] yes=39,no=40,missing=39,gain=12.4290962,cover=4668"
## [4095] "39:[f11<12503.3164] yes=53,no=54,missing=53,gain=13.3723707,cover=4608"
## [4096] "53:leaf=0.19775413,cover=11"
## [4097] "54:leaf=-0.00207749684,cover=4597"
## [4098] "40:leaf=-0.0874584317,cover=60"
## [4099] "30:[f10<0.491365969] yes=41,no=42,missing=41,gain=13.8203487,cover=1355"
## [4100] "41:[f9<3.09390879] yes=57,no=58,missing=57,gain=14.0997906,cover=29"
## [4101] "57:leaf=0.0326595269,cover=18"
## [4102] "58:leaf=0.299329013,cover=11"
## [4103] "42:[f30<0.332156003] yes=59,no=60,missing=59,gain=8.78029346,cover=1326"
## [4104] "59:leaf=-0.00675527286,cover=582"
## [4105] "60:leaf=0.0242262539,cover=744"
## [4106] "18:leaf=0.166477755,cover=10"
## [4107] "4:leaf=0.19061172,cover=12"
## [4108] "2:leaf=0.195706427,cover=11"
## [4109] "booster[77]"
## [4110] "0:[f33<2.33640695] yes=1,no=2,missing=1,gain=11.9590855,cover=6751"
## [4111] "1:[f35<2.75624084] yes=3,no=4,missing=3,gain=7.03915262,cover=6741"
## [4112] "3:[f18<3.8953054] yes=5,no=6,missing=5,gain=7.54185152,cover=6536"
## [4113] "5:[f6<6.34510803] yes=9,no=10,missing=9,gain=5.95053196,cover=6519"
## [4114] "9:[f23<0.0738411695] yes=13,no=14,missing=13,gain=6.49687433,cover=6509"
## [4115] "13:leaf=0.10714367,cover=19"
## [4116] "14:[f17<0.337238669] yes=19,no=20,missing=19,gain=4.95944643,cover=6490"
## [4117] "19:leaf=-0.0304664988,cover=194"
## [4118] "20:[f18<0.0508410186] yes=27,no=28,missing=27,gain=7.82961893,cover=6296"
## [4119] "27:leaf=0.152709454,cover=11"
## [4120] "28:[f17<0.343787014] yes=37,no=38,missing=37,gain=6.30786133,cover=6285"
## [4121] "37:leaf=0.142892152,cover=10"
## [4122] "38:leaf=-0.000395436946,cover=6275"
## [4123] "10:leaf=-0.1396074,cover=10"
## [4124] "6:leaf=-0.123218805,cover=17"
## [4125] "4:[f23<0.704088688] yes=7,no=8,missing=7,gain=23.3776684,cover=205"
## [4126] "7:[f12<0.319818139] yes=11,no=12,missing=11,gain=8.38492489,cover=188"
## [4127] "11:[f35<3.06826377] yes=15,no=16,missing=15,gain=5.37187672,cover=68"
## [4128] "15:leaf=0.0486672968,cover=18"
## [4129] "16:leaf=-0.0695381016,cover=50"
## [4130] "12:[f25<2.92483068] yes=17,no=18,missing=17,gain=19.9161892,cover=120"
## [4131] "17:[f10<0.386518657] yes=23,no=24,missing=23,gain=12.8412142,cover=110"
## [4132] "23:leaf=0.171384275,cover=16"
## [4133] "24:[f26<1.99506044] yes=31,no=32,missing=31,gain=5.29552174,cover=94"
## [4134] "31:leaf=-0.0584599338,cover=40"
## [4135] "32:[f20<0.120804548] yes=43,no=44,missing=43,gain=6.47979832,cover=54"
## [4136] "43:leaf=0.0644102246,cover=43"
## [4137] "44:leaf=-0.092641443,cover=11"
## [4138] "18:leaf=0.28723228,cover=10"
## [4139] "8:leaf=0.240328714,cover=17"
## [4140] "2:leaf=-0.197213009,cover=10"
## [4141] "booster[78]"
## [4142] "0:[f19<0.662784457] yes=1,no=2,missing=1,gain=11.5407381,cover=6802"
## [4143] "1:[f17<2.88468552] yes=3,no=4,missing=3,gain=17.4349384,cover=1256"
## [4144] "3:[f38<0.5] yes=7,no=8,missing=7,gain=9.02729225,cover=743"
## [4145] "7:[f35<3.32508278] yes=15,no=16,missing=15,gain=5.06495476,cover=606"
## [4146] "15:[f5<1.05479252] yes=29,no=30,missing=29,gain=5.10882378,cover=580"
## [4147] "29:[f17<0.428489506] yes=53,no=54,missing=53,gain=7.90491867,cover=128"
## [4148] "53:leaf=0.112218961,cover=22"
## [4149] "54:leaf=-0.00997595396,cover=106"
## [4150] "30:[f35<0.0650510639] yes=55,no=56,missing=55,gain=8.3036375,cover=452"
## [4151] "55:[f9<3.58641887] yes=83,no=84,missing=83,gain=6.65279007,cover=49"
## [4152] "83:[f14<1.2556963] yes=119,no=120,missing=119,gain=6.84899378,cover=33"
## [4153] "119:leaf=0.00610247254,cover=23"
## [4154] "120:leaf=-0.175021082,cover=10"
## [4155] "84:leaf=-0.200338647,cover=16"
## [4156] "56:[f1<9.64898109] yes=85,no=86,missing=85,gain=5.58482218,cover=403"
## [4157] "85:leaf=0.111190908,cover=10"
## [4158] "86:leaf=-0.0255474988,cover=393"
## [4159] "16:leaf=-0.105448894,cover=26"
## [4160] "8:[f1<10.5660248] yes=17,no=18,missing=17,gain=8.23771286,cover=137"
## [4161] "17:leaf=-0.182848394,cover=22"
## [4162] "18:[f32<2.33535719] yes=35,no=36,missing=35,gain=7.15779495,cover=115"
## [4163] "35:leaf=0.0820012912,cover=11"
## [4164] "36:leaf=-0.0731176436,cover=104"
## [4165] "4:[f9<1.8484242] yes=9,no=10,missing=9,gain=9.68650723,cover=513"
## [4166] "9:leaf=0.185499042,cover=10"
## [4167] "10:[f32<3.05207229] yes=19,no=20,missing=19,gain=10.0094452,cover=503"
## [4168] "19:[f23<1.20404506] yes=37,no=38,missing=37,gain=9.13988209,cover=282"
## [4169] "37:leaf=-0.0241959337,cover=272"
## [4170] "38:leaf=0.151651844,cover=10"
## [4171] "20:[f8<2.43052244] yes=39,no=40,missing=39,gain=8.49218369,cover=221"
## [4172] "39:[f28<3.45197082] yes=61,no=62,missing=61,gain=4.99186516,cover=103"
## [4173] "61:leaf=-0.0175974108,cover=93"
## [4174] "62:leaf=0.117008589,cover=10"
## [4175] "40:[f37<0.0512086451] yes=63,no=64,missing=63,gain=12.4656792,cover=118"
## [4176] "63:leaf=0.262862921,cover=10"
## [4177] "64:[f30<0.626392961] yes=95,no=96,missing=95,gain=6.38089943,cover=108"
## [4178] "95:leaf=0.0105247181,cover=62"
## [4179] "96:[f30<0.947297335] yes=131,no=132,missing=131,gain=7.21962261,cover=46"
## [4180] "131:leaf=0.182229549,cover=21"
## [4181] "132:leaf=0.032141231,cover=25"
## [4182] "2:[f14<0.484677911] yes=5,no=6,missing=5,gain=13.6885262,cover=5546"
## [4183] "5:[f23<1.00422716] yes=11,no=12,missing=11,gain=71.232399,cover=145"
## [4184] "11:[f10<1.0614152] yes=21,no=22,missing=21,gain=9.66818142,cover=108"
## [4185] "21:leaf=-0.0519675985,cover=79"
## [4186] "22:[f5<5.25798416] yes=43,no=44,missing=43,gain=14.3469172,cover=29"
## [4187] "43:leaf=-0.0243195705,cover=19"
## [4188] "44:leaf=0.245865434,cover=10"
## [4189] "12:[f18<1.8575629] yes=23,no=24,missing=23,gain=76.0149384,cover=37"
## [4190] "23:leaf=0.677308321,cover=11"
## [4191] "24:[f18<2.32839823] yes=45,no=46,missing=45,gain=27.6873283,cover=26"
## [4192] "45:leaf=-0.082004346,cover=14"
## [4193] "46:leaf=0.296681821,cover=12"
## [4194] "6:[f35<2.40438128] yes=13,no=14,missing=13,gain=9.50406742,cover=5401"
## [4195] "13:[f5<1.07810068] yes=25,no=26,missing=25,gain=9.36109924,cover=5285"
## [4196] "25:[f32<4.36871719] yes=47,no=48,missing=47,gain=6.15099049,cover=2091"
## [4197] "47:[f8<1.93911326] yes=67,no=68,missing=67,gain=7.2363863,cover=1770"
## [4198] "67:[f14<1.05002332] yes=101,no=102,missing=101,gain=7.87397909,cover=1231"
## [4199] "101:leaf=-0.0558284558,cover=135"
## [4200] "102:[f37<0.0547099113] yes=137,no=138,missing=137,gain=11.9633541,cover=1096"
## [4201] "137:leaf=0.0572949909,cover=92"
## [4202] "138:leaf=-0.0135837346,cover=1004"
## [4203] "68:[f19<1.61573005] yes=103,no=104,missing=103,gain=25.1154499,cover=539"
## [4204] "103:[f29<6.08761883] yes=139,no=140,missing=139,gain=10.8050785,cover=521"
## [4205] "139:leaf=0.0312291849,cover=275"
## [4206] "140:leaf=-0.0232038479,cover=246"
## [4207] "104:leaf=0.226833448,cover=18"
## [4208] "48:[f28<0.98922205] yes=69,no=70,missing=69,gain=9.87412071,cover=321"
## [4209] "69:leaf=-0.183248118,cover=14"
## [4210] "70:[f29<3.57404137] yes=105,no=106,missing=105,gain=7.84620762,cover=307"
## [4211] "105:[f37<0.173887029] yes=141,no=142,missing=141,gain=8.34016418,cover=88"
## [4212] "141:leaf=0.100796863,cover=30"
## [4213] "142:leaf=-0.02040812,cover=58"
## [4214] "106:leaf=-0.0450245962,cover=219"
## [4215] "26:[f32<4.39057636] yes=49,no=50,missing=49,gain=16.3402443,cover=3194"
## [4216] "49:[f22<2.26820517] yes=71,no=72,missing=71,gain=16.1031418,cover=2554"
## [4217] "71:[f16<2.67515135] yes=107,no=108,missing=107,gain=14.1916895,cover=2484"
## [4218] "107:[f29<15.2072392] yes=145,no=146,missing=145,gain=7.86264658,cover=2446"
## [4219] "145:leaf=-0.00701166177,cover=2283"
## [4220] "146:leaf=0.0358448625,cover=163"
## [4221] "108:[f13<0.995746017] yes=147,no=148,missing=147,gain=32.3009682,cover=38"
## [4222] "147:leaf=0.340751171,cover=13"
## [4223] "148:leaf=-0.0172716547,cover=25"
## [4224] "72:[f30<0.143118486] yes=109,no=110,missing=109,gain=15.3479786,cover=70"
## [4225] "109:leaf=0.266657144,cover=13"
## [4226] "110:[f0<13.3040905] yes=149,no=150,missing=149,gain=5.85381508,cover=57"
## [4227] "149:leaf=0.013563605,cover=46"
## [4228] "150:leaf=0.162193075,cover=11"
## [4229] "50:[f32<4.40132427] yes=73,no=74,missing=73,gain=31.1529331,cover=640"
## [4230] "73:leaf=0.294529915,cover=15"
## [4231] "74:[f14<1.71980524] yes=111,no=112,missing=111,gain=16.2345047,cover=625"
## [4232] "111:[f37<0.0444317386] yes=151,no=152,missing=151,gain=17.8665085,cover=468"
## [4233] "151:leaf=0.0961795375,cover=71"
## [4234] "152:leaf=-0.00616752589,cover=397"
## [4235] "112:[f18<1.76533508] yes=153,no=154,missing=153,gain=33.2392883,cover=157"
## [4236] "153:leaf=0.18473582,cover=63"
## [4237] "154:leaf=0.00800783746,cover=94"
## [4238] "14:[f23<0.678496838] yes=27,no=28,missing=27,gain=28.5124092,cover=116"
## [4239] "27:[f5<0.338006258] yes=51,no=52,missing=51,gain=18.6105671,cover=104"
## [4240] "51:[f13<0.726193428] yes=75,no=76,missing=75,gain=22.9938717,cover=20"
## [4241] "75:leaf=0.369708836,cover=10"
## [4242] "76:leaf=-0.0241306722,cover=10"
## [4243] "52:[f10<1.01811099] yes=77,no=78,missing=77,gain=8.80508518,cover=84"
## [4244] "77:leaf=-0.109531954,cover=25"
## [4245] "78:[f31<2.35882449] yes=115,no=116,missing=115,gain=7.59730101,cover=59"
## [4246] "115:leaf=-0.048263263,cover=28"
## [4247] "116:[f32<2.01085591] yes=157,no=158,missing=157,gain=9.25252151,cover=31"
## [4248] "157:leaf=-0.027961459,cover=14"
## [4249] "158:leaf=0.175222576,cover=17"
## [4250] "28:leaf=0.319039375,cover=12"
## [4251] "booster[79]"
## [4252] "0:[f22<2.42899489] yes=1,no=2,missing=1,gain=9.10684204,cover=6882"
## [4253] "1:[f4<6.33710194] yes=3,no=4,missing=3,gain=10.0374346,cover=6788"
## [4254] "3:[f27<5.74511909] yes=7,no=8,missing=7,gain=6.93219185,cover=6747"
## [4255] "7:[f38<0.5] yes=13,no=14,missing=13,gain=6.34258509,cover=6720"
## [4256] "13:[f29<3.68526411] yes=21,no=22,missing=21,gain=8.4375,cover=5564"
## [4257] "21:[f35<3.0620265] yes=29,no=30,missing=29,gain=9.02993774,cover=1315"
## [4258] "29:[f25<3.41718078] yes=39,no=40,missing=39,gain=7.80697107,cover=1258"
## [4259] "39:[f19<0.204728246] yes=51,no=52,missing=51,gain=8.98968315,cover=1246"
## [4260] "51:leaf=-0.182793036,cover=10"
## [4261] "52:leaf=-0.0110855652,cover=1236"
## [4262] "40:leaf=0.134690285,cover=12"
## [4263] "30:[f15<3240] yes=41,no=42,missing=41,gain=5.16110229,cover=57"
## [4264] "41:leaf=-0.113242425,cover=47"
## [4265] "42:leaf=0.0332218707,cover=10"
## [4266] "22:[f28<5.79157639] yes=31,no=32,missing=31,gain=10.730689,cover=4249"
## [4267] "31:[f14<0.447124153] yes=43,no=44,missing=43,gain=7.39369535,cover=4236"
## [4268] "43:[f5<3.2442646] yes=55,no=56,missing=55,gain=13.3915844,cover=201"
## [4269] "55:leaf=-0.0385522842,cover=58"
## [4270] "56:leaf=0.06854482,cover=143"
## [4271] "44:[f12<0.0996232256] yes=57,no=58,missing=57,gain=8.19061184,cover=4035"
## [4272] "57:leaf=0.0698685199,cover=59"
## [4273] "58:leaf=-0.000506397395,cover=3976"
## [4274] "32:leaf=0.168095291,cover=13"
## [4275] "14:[f29<1.63689756] yes=23,no=24,missing=23,gain=19.6186314,cover=1156"
## [4276] "23:[f30<0.943073153] yes=33,no=34,missing=33,gain=32.1158638,cover=41"
## [4277] "33:[f12<0.324846894] yes=45,no=46,missing=45,gain=8.21412849,cover=31"
## [4278] "45:leaf=0.143478975,cover=14"
## [4279] "46:leaf=-0.0464749932,cover=17"
## [4280] "34:leaf=0.418728083,cover=10"
## [4281] "24:[f19<1.29355955] yes=35,no=36,missing=35,gain=19.9189281,cover=1115"
## [4282] "35:[f12<0.204223067] yes=47,no=48,missing=47,gain=9.53789711,cover=917"
## [4283] "47:[f12<0.163041145] yes=59,no=60,missing=59,gain=6.03906441,cover=38"
## [4284] "59:leaf=-0.0237915274,cover=21"
## [4285] "60:leaf=-0.174358845,cover=17"
## [4286] "48:[f13<0.698469818] yes=61,no=62,missing=61,gain=9.44633198,cover=879"
## [4287] "61:leaf=0.0529426485,cover=111"
## [4288] "62:leaf=-0.0058242376,cover=768"
## [4289] "36:[f26<1.47775424] yes=49,no=50,missing=49,gain=33.1873016,cover=198"
## [4290] "49:[f21<0.348933697] yes=63,no=64,missing=63,gain=13.1746559,cover=158"
## [4291] "63:leaf=0.206466675,cover=12"
## [4292] "64:leaf=0.0077892635,cover=146"
## [4293] "50:[f2<5.62093735] yes=65,no=66,missing=65,gain=64.0004272,cover=40"
## [4294] "65:leaf=0.434745044,cover=21"
## [4295] "66:leaf=-0.0371244214,cover=19"
## [4296] "8:[f4<0.756046772] yes=15,no=16,missing=15,gain=18.0150299,cover=27"
## [4297] "15:leaf=0.247660503,cover=13"
## [4298] "16:leaf=-0.052566994,cover=14"
## [4299] "4:[f3<0.0250281803] yes=9,no=10,missing=9,gain=47.6733322,cover=41"
## [4300] "9:leaf=0.395476937,cover=12"
## [4301] "10:[f9<3.30828476] yes=17,no=18,missing=17,gain=6.44564104,cover=29"
## [4302] "17:leaf=0.0788063854,cover=10"
## [4303] "18:leaf=-0.101941727,cover=19"
## [4304] "2:[f4<0.0635478646] yes=5,no=6,missing=5,gain=11.7323847,cover=94"
## [4305] "5:leaf=0.0775677711,cover=18"
## [4306] "6:[f28<5.38328838] yes=11,no=12,missing=11,gain=5.70718002,cover=76"
## [4307] "11:leaf=-0.0644923747,cover=64"
## [4308] "12:leaf=-0.204312712,cover=12"
## [4309] "booster[80]"
## [4310] "0:[f28<0.0859313235] yes=1,no=2,missing=1,gain=15.7550058,cover=6924"
## [4311] "1:leaf=-0.196702302,cover=14"
## [4312] "2:[f34<8.01569176] yes=3,no=4,missing=3,gain=10.4382982,cover=6910"
## [4313] "3:[f9<4.70879984] yes=5,no=6,missing=5,gain=10.2576818,cover=6900"
## [4314] "5:[f19<0.79661864] yes=7,no=8,missing=7,gain=8.53957081,cover=6887"
## [4315] "7:[f16<2.76413465] yes=9,no=10,missing=9,gain=9.83216858,cover=2132"
## [4316] "9:[f27<5.68724918] yes=13,no=14,missing=13,gain=9.63073158,cover=2122"
## [4317] "13:[f3<2.56389046] yes=19,no=20,missing=19,gain=8.45273018,cover=2107"
## [4318] "19:[f27<5.28740025] yes=27,no=28,missing=27,gain=9.27180099,cover=1255"
## [4319] "27:leaf=-0.0249020401,cover=1209"
## [4320] "28:leaf=0.0607426055,cover=46"
## [4321] "20:[f3<2.61590815] yes=29,no=30,missing=29,gain=18.0590076,cover=852"
## [4322] "29:leaf=0.223793268,cover=12"
## [4323] "30:leaf=-0.000745929778,cover=840"
## [4324] "14:leaf=-0.159122586,cover=15"
## [4325] "10:leaf=0.166262954,cover=10"
## [4326] "8:[f19<0.815235019] yes=11,no=12,missing=11,gain=29.5827236,cover=4755"
## [4327] "11:[f11<41417.5] yes=15,no=16,missing=15,gain=28.1830654,cover=133"
## [4328] "15:[f21<1.03956783] yes=21,no=22,missing=21,gain=48.4243088,cover=33"
## [4329] "21:leaf=0.565571904,cover=10"
## [4330] "22:[f11<33194.5] yes=31,no=32,missing=31,gain=10.497036,cover=23"
## [4331] "31:leaf=-0.0527179055,cover=11"
## [4332] "32:leaf=0.194432557,cover=12"
## [4333] "16:[f0<12.6149855] yes=23,no=24,missing=23,gain=7.78719521,cover=100"
## [4334] "23:leaf=0.00949238706,cover=77"
## [4335] "24:[f12<0.278345883] yes=35,no=36,missing=35,gain=9.54331398,cover=23"
## [4336] "35:leaf=0.25221464,cover=11"
## [4337] "36:leaf=0.0126698827,cover=12"
## [4338] "12:[f21<2.93200183] yes=17,no=18,missing=17,gain=15.3468008,cover=4622"
## [4339] "17:[f3<7.19630241] yes=25,no=26,missing=25,gain=11.0072231,cover=4610"
## [4340] "25:[f21<2.53154945] yes=37,no=38,missing=37,gain=7.01220655,cover=4449"
## [4341] "37:leaf=-0.00205767038,cover=4432"
## [4342] "38:leaf=-0.120296516,cover=17"
## [4343] "26:[f2<0.400658131] yes=39,no=40,missing=39,gain=31.7290821,cover=161"
## [4344] "39:leaf=0.00931537151,cover=134"
## [4345] "40:leaf=0.23067151,cover=27"
## [4346] "18:leaf=0.204924643,cover=12"
## [4347] "6:leaf=-0.16410546,cover=13"
## [4348] "4:leaf=-0.186755687,cover=10"
## [4349] "booster[81]"
## [4350] "0:[f18<4.40474463] yes=1,no=2,missing=1,gain=7.82686758,cover=6774"
## [4351] "1:[f21<3.30019999] yes=3,no=4,missing=3,gain=7.33350277,cover=6764"
## [4352] "3:[f21<3.24673891] yes=5,no=6,missing=5,gain=11.7466536,cover=6739"
## [4353] "5:[f4<6.84809208] yes=9,no=10,missing=9,gain=6.42959309,cover=6729"
## [4354] "9:[f28<7.6071701] yes=11,no=12,missing=11,gain=5.44969845,cover=6719"
## [4355] "11:[f6<6.08478689] yes=13,no=14,missing=13,gain=5.3374629,cover=6709"
## [4356] "13:[f6<2.47605371] yes=15,no=16,missing=15,gain=5.36560345,cover=6687"
## [4357] "15:[f6<1.64245176] yes=19,no=20,missing=19,gain=7.85103893,cover=2519"
## [4358] "19:leaf=0.00490749953,cover=1086"
## [4359] "20:leaf=-0.0163976457,cover=1433"
## [4360] "16:[f6<2.82600641] yes=21,no=22,missing=21,gain=12.4265728,cover=4168"
## [4361] "21:leaf=0.0276135318,cover=660"
## [4362] "22:leaf=-0.000644511427,cover=3508"
## [4363] "14:leaf=-0.0915562958,cover=22"
## [4364] "12:leaf=-0.133817255,cover=10"
## [4365] "10:leaf=0.143797219,cover=10"
## [4366] "6:leaf=0.194901705,cover=10"
## [4367] "4:leaf=-0.100900739,cover=25"
## [4368] "2:leaf=0.15891099,cover=10"xgb.plot.multi.trees(model = final_model)